{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pandas 进阶修炼 ｜早起Python\n",
    "<br>\n",
    "\n",
    "**本习题由公众号【早起Python & 可视化图鉴】 原创，转载及其他形式合作请与我们联系（微信号`sshs321`)，未经授权严禁搬运及二次创作，侵权必究！**\n",
    "\n",
    "\n",
    "\n",
    "本习题基于 `pandas` 版本 `1.1.3`，所有内容应当在 `Jupyter Notebook` 中执行以获得最佳效果。\n",
    "\n",
    "不同版本之间写法可能会有少许不同，如若碰到此情况，你应该学会如何自行检索解决。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://liuzaoqi.oss-cn-beijing.aliyuncs.com/2021/09/16/16317972442543.jpg?域名/sample.jpg?x-oss-process=style/stylename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 东京奥运会奖牌分析可视化\n",
    "\n",
    "\n",
    "<br>\n",
    "\n",
    "现在，让我们用一个简单的数据集来对之前的 pandas 操作。\n",
    "\n",
    "本次实战将使用两份东京奥运会数据进行。\n",
    "\n",
    "将以数据分析可视化为主题，涉及到几乎前面每个章节的内容。\n",
    "\n",
    "为了方便大家理解题意，我将会保留部分习题的运行结果。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初始化\n",
    "\n",
    "<br>\n",
    "\n",
    "该 `Notebook` 版本为**纯习题版**\n",
    "\n",
    "如果需要答案或者提示，可以微信搜索公众号「早起Python」获取！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据加载与预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 - 加载数据\n",
    "\n",
    "读取当前目录下\n",
    "- 东京奥运会奖牌数据.csv -> df1\n",
    "- 东京奥运会奖牌分日数据.csv -> df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2- 修改列名\n",
    "\n",
    "<br>\n",
    "\n",
    "将原 `df1` 列名 `Unnamed: 2`、`Unnamed: 3`、`Unnamed: 4` 修改为 `金牌数`、`银牌数`、`铜牌数`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 - 数据类型查看\n",
    "\n",
    "查看 df2 的数据类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1083 entries, 0 to 1082\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   获奖时间    1083 non-null   object\n",
      " 1   奖牌类型    1083 non-null   int64 \n",
      " 2   运动员     1083 non-null   object\n",
      " 3   国家id    1083 non-null   int64 \n",
      " 4   运动类别    1083 non-null   object\n",
      "dtypes: int64(2), object(3)\n",
      "memory usage: 42.4+ KB\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 - 类型修改\n",
    "\n",
    "将 df2 的获奖时间修改为 时间格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 - 数据排序\n",
    "\n",
    "将 df2 按照获奖时间升序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6 - 匹配修改\n",
    "\n",
    "给 df2 新增一列国家，总奖牌数，值根据 国家id 与 df1 匹配\n",
    "\n",
    "注意：原始数据可能有一点问题，射击队杨倩应该是东京首金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7 - 分组统计\n",
    "\n",
    "通过对 df2 的国家进行分组统计，计算每个国家的奖牌总数（也就是出现次数）\n",
    "\n",
    "并查看奖牌数前5名，结果可以用 df1 进行验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "国家\n",
       "美国     113\n",
       "中国      88\n",
       "ROC     71\n",
       "英国      65\n",
       "日本      58\n",
       "Name: 奖牌类型, dtype: int64"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8 - 数据统计\n",
    "\n",
    "通过 df2 计算获得奖牌最多的运动员\n",
    "\n",
    "注意：仅统计单人项目"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "塞勒博·德雷赛尔     3\n",
       "大桥悠依         2\n",
       "克里斯托夫·米拉克    2\n",
       "阿里亚妮·蒂特马斯    2\n",
       "邓肯·斯科特       2\n",
       "Name: 运动员, dtype: int64"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9 - 数据查看\n",
    "\n",
    "查看乒乓球项目的全部信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>获奖时间</th>\n",
       "      <th>奖牌类型</th>\n",
       "      <th>运动员</th>\n",
       "      <th>国家id</th>\n",
       "      <th>运动类别</th>\n",
       "      <th>国家</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2021-07-26 00:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>林昀儒/郑怡静</td>\n",
       "      <td>31</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中华台北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2021-07-26 22:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>水谷隼/伊藤美诚</td>\n",
       "      <td>18</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>日本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2021-07-26 22:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>许昕/刘诗雯</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>2021-07-29 20:02:00</td>\n",
       "      <td>3</td>\n",
       "      <td>伊藤美诚</td>\n",
       "      <td>18</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>日本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>2021-07-29 21:10:00</td>\n",
       "      <td>1</td>\n",
       "      <td>陈梦</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>2021-07-29 21:10:00</td>\n",
       "      <td>2</td>\n",
       "      <td>孙颖莎</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>2021-07-30 20:16:00</td>\n",
       "      <td>3</td>\n",
       "      <td>迪米特里·奥恰洛夫</td>\n",
       "      <td>2</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>德国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>2021-07-30 21:29:00</td>\n",
       "      <td>1</td>\n",
       "      <td>马龙</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>2021-07-30 21:29:00</td>\n",
       "      <td>2</td>\n",
       "      <td>樊振东</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>2021-08-05 12:39:00</td>\n",
       "      <td>3</td>\n",
       "      <td>杜凯琹/苏慧音/李皓晴</td>\n",
       "      <td>38</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国香港</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>2021-08-05 20:34:00</td>\n",
       "      <td>1</td>\n",
       "      <td>陈梦/王曼昱/孙颖莎</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>2021-08-05 20:41:00</td>\n",
       "      <td>2</td>\n",
       "      <td>伊藤美诚/石川佳纯/平野美宇</td>\n",
       "      <td>18</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>日本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>2021-08-06 12:42:00</td>\n",
       "      <td>3</td>\n",
       "      <td>日本</td>\n",
       "      <td>18</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>日本</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>2021-08-06 20:40:00</td>\n",
       "      <td>1</td>\n",
       "      <td>马龙/许昕/樊振东</td>\n",
       "      <td>26</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>2021-08-06 20:42:00</td>\n",
       "      <td>2</td>\n",
       "      <td>派翠克·法兰兹卡等</td>\n",
       "      <td>2</td>\n",
       "      <td>乒乓球</td>\n",
       "      <td>多米尼加</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   获奖时间  奖牌类型             运动员  国家id 运动类别    国家\n",
       "118 2021-07-26 00:00:00     3         林昀儒/郑怡静    31  乒乓球  中华台北\n",
       "159 2021-07-26 22:00:00     1        水谷隼/伊藤美诚    18  乒乓球    日本\n",
       "160 2021-07-26 22:00:00     2          许昕/刘诗雯    26  乒乓球    中国\n",
       "348 2021-07-29 20:02:00     3            伊藤美诚    18  乒乓球    日本\n",
       "354 2021-07-29 21:10:00     1              陈梦    26  乒乓球    中国\n",
       "355 2021-07-29 21:10:00     2             孙颖莎    26  乒乓球    中国\n",
       "418 2021-07-30 20:16:00     3       迪米特里·奥恰洛夫     2  乒乓球    德国\n",
       "419 2021-07-30 21:29:00     1              马龙    26  乒乓球    中国\n",
       "420 2021-07-30 21:29:00     2             樊振东    26  乒乓球    中国\n",
       "799 2021-08-05 12:39:00     3     杜凯琹/苏慧音/李皓晴    38  乒乓球  中国香港\n",
       "855 2021-08-05 20:34:00     1      陈梦/王曼昱/孙颖莎    26  乒乓球    中国\n",
       "859 2021-08-05 20:41:00     2  伊藤美诚/石川佳纯/平野美宇    18  乒乓球    日本\n",
       "873 2021-08-06 12:42:00     3              日本    18  乒乓球    日本\n",
       "917 2021-08-06 20:40:00     1       马龙/许昕/樊振东    26  乒乓球    中国\n",
       "920 2021-08-06 20:42:00     2       派翠克·法兰兹卡等     2  乒乓球  多米尼加"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10 - 数据透视\n",
    "\n",
    "查看各国在不同项目上的获奖牌情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 11 - 数据查询\n",
    "\n",
    "在上一题的基础上，查询中国队的获奖牌详情"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>奖牌类型</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国家</th>\n",
       "      <th>运动类别</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"22\" valign=\"top\">中国</th>\n",
       "      <th>三人篮球</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>举重</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>乒乓球</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>击剑</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>古典式摔跤</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>场地自行车赛</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>射击</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>帆船</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>拳击</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>攀岩</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游泳</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>田径</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空手道</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>竞技体操</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>羽毛球</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自由式摔跤</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>花样游泳</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>赛艇</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>跆拳道</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>跳水</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蹦床体操</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>静水皮划艇</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           奖牌类型\n",
       "国家 运动类别        \n",
       "中国 三人篮球       1\n",
       "   举重         8\n",
       "   乒乓球        7\n",
       "   击剑         1\n",
       "   古典式摔跤      1\n",
       "   场地自行车赛     1\n",
       "   射击        11\n",
       "   帆船         2\n",
       "   拳击         2\n",
       "   攀岩         1\n",
       "   游泳         6\n",
       "   田径         4\n",
       "   空手道        2\n",
       "   竞技体操       8\n",
       "   羽毛球        6\n",
       "   自由式摔跤      3\n",
       "   花样游泳       2\n",
       "   赛艇         3\n",
       "   跆拳道        1\n",
       "   跳水        12\n",
       "   蹦床体操       3\n",
       "   静水皮划艇      3"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 12 - 个性化查看\n",
    "\n",
    "在数据框中根据奖牌数量进行可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_9d717bcc_179e_11ec_9be0_1e009a02d432row0_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row3_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row4_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row5_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row9_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row18_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row1_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row13_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 63.6%, transparent 63.6%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row2_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 54.5%, transparent 54.5%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row6_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 90.9%, transparent 90.9%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row7_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row8_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row12_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row16_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 9.1%, transparent 9.1%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row10_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row14_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 45.5%, transparent 45.5%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row11_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 27.3%, transparent 27.3%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row15_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row17_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row20_col0,#T_9d717bcc_179e_11ec_9be0_1e009a02d432row21_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 18.2%, transparent 18.2%);\n",
       "        }#T_9d717bcc_179e_11ec_9be0_1e009a02d432row19_col0{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,skyblue 100.0%, transparent 100.0%);\n",
       "        }</style><table id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >奖牌类型</th>    </tr>    <tr>        <th class=\"index_name level0\" >国家</th>        <th class=\"index_name level1\" >运动类别</th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level0_row0\" class=\"row_heading level0 row0\" rowspan=22>中国</th>\n",
       "                        <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row0\" class=\"row_heading level1 row0\" >三人篮球</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row1\" class=\"row_heading level1 row1\" >举重</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row1_col0\" class=\"data row1 col0\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row2\" class=\"row_heading level1 row2\" >乒乓球</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row2_col0\" class=\"data row2 col0\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row3\" class=\"row_heading level1 row3\" >击剑</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row4\" class=\"row_heading level1 row4\" >古典式摔跤</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row4_col0\" class=\"data row4 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row5\" class=\"row_heading level1 row5\" >场地自行车赛</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row5_col0\" class=\"data row5 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row6\" class=\"row_heading level1 row6\" >射击</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row6_col0\" class=\"data row6 col0\" >11</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row7\" class=\"row_heading level1 row7\" >帆船</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row7_col0\" class=\"data row7 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row8\" class=\"row_heading level1 row8\" >拳击</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row8_col0\" class=\"data row8 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row9\" class=\"row_heading level1 row9\" >攀岩</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row9_col0\" class=\"data row9 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row10\" class=\"row_heading level1 row10\" >游泳</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row10_col0\" class=\"data row10 col0\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row11\" class=\"row_heading level1 row11\" >田径</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row11_col0\" class=\"data row11 col0\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row12\" class=\"row_heading level1 row12\" >空手道</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row12_col0\" class=\"data row12 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row13\" class=\"row_heading level1 row13\" >竞技体操</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row13_col0\" class=\"data row13 col0\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row14\" class=\"row_heading level1 row14\" >羽毛球</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row14_col0\" class=\"data row14 col0\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row15\" class=\"row_heading level1 row15\" >自由式摔跤</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row15_col0\" class=\"data row15 col0\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row16\" class=\"row_heading level1 row16\" >花样游泳</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row16_col0\" class=\"data row16 col0\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row17\" class=\"row_heading level1 row17\" >赛艇</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row17_col0\" class=\"data row17 col0\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row18\" class=\"row_heading level1 row18\" >跆拳道</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row18_col0\" class=\"data row18 col0\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row19\" class=\"row_heading level1 row19\" >跳水</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row19_col0\" class=\"data row19 col0\" >12</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row20\" class=\"row_heading level1 row20\" >蹦床体操</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row20_col0\" class=\"data row20 col0\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432level1_row21\" class=\"row_heading level1 row21\" >静水皮划艇</th>\n",
       "                        <td id=\"T_9d717bcc_179e_11ec_9be0_1e009a02d432row21_col0\" class=\"data row21 col0\" >3</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fdc78719c70>"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 13 - 数据格式化\n",
    "\n",
    "将 df2 的获奖时间格式化为 x月x日"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 14 - 分组统计\n",
    "\n",
    "查看每天产生奖牌的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "获奖时间\n",
       "08月08日     34\n",
       "07月24日     35\n",
       "07月29日     53\n",
       "07月25日     58\n",
       "08月04日     59\n",
       "08月02日     64\n",
       "07月30日     65\n",
       "07月26日     68\n",
       "07月31日     70\n",
       "07月27日     71\n",
       "07月28日     71\n",
       "08月01日     76\n",
       "08月06日     80\n",
       "08月03日     81\n",
       "08月05日     95\n",
       "08月07日    103\n",
       "Name: 国家, dtype: int64"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 15 - 数据透视\n",
    "\n",
    "查看不同项目在不同国家的分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>奖牌类型</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运动类别</th>\n",
       "      <th>国家</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">七人制橄榄球</th>\n",
       "      <th>斐济</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新西兰</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>法国</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阿根廷</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三人篮球</th>\n",
       "      <th>ROC</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">高尔夫</th>\n",
       "      <th>中华台北</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>斯洛伐克</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新西兰</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日本</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>美国</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>548 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             奖牌类型\n",
       "运动类别   国家        \n",
       "七人制橄榄球 斐济       2\n",
       "       新西兰      2\n",
       "       法国       1\n",
       "       阿根廷      1\n",
       "三人篮球   ROC      2\n",
       "...           ...\n",
       "高尔夫    中华台北     1\n",
       "       斯洛伐克     1\n",
       "       新西兰      1\n",
       "       日本       1\n",
       "       美国       2\n",
       "\n",
       "[548 rows x 1 columns]"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 16 - 数据计算\n",
    "\n",
    "计算中国每日总奖牌数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>奖牌类型</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>获奖时间</th>\n",
       "      <th>国家</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>07月24日</th>\n",
       "      <th>中国</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月25日</th>\n",
       "      <th>中国</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月26日</th>\n",
       "      <th>中国</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月27日</th>\n",
       "      <th>中国</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月28日</th>\n",
       "      <th>中国</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月29日</th>\n",
       "      <th>中国</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月30日</th>\n",
       "      <th>中国</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月31日</th>\n",
       "      <th>中国</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月01日</th>\n",
       "      <th>中国</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月02日</th>\n",
       "      <th>中国</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月03日</th>\n",
       "      <th>中国</th>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月04日</th>\n",
       "      <th>中国</th>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月05日</th>\n",
       "      <th>中国</th>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月06日</th>\n",
       "      <th>中国</th>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月07日</th>\n",
       "      <th>中国</th>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月08日</th>\n",
       "      <th>中国</th>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           奖牌类型\n",
       "获奖时间   国家      \n",
       "07月24日 中国     4\n",
       "07月25日 中国    11\n",
       "07月26日 中国    18\n",
       "07月27日 中国    21\n",
       "07月28日 中国    27\n",
       "07月29日 中国    31\n",
       "07月30日 中国    40\n",
       "07月31日 中国    46\n",
       "08月01日 中国    51\n",
       "08月02日 中国    62\n",
       "08月03日 中国    69\n",
       "08月04日 中国    70\n",
       "08月05日 中国    74\n",
       "08月06日 中国    79\n",
       "08月07日 中国    87\n",
       "08月08日 中国    88"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 17 - 数据计算\n",
    "\n",
    "计算前十名各国每日奖牌数量合计\n",
    "\n",
    "注意：对于第一天没有数据的国家用0填充，其余时间的缺失值用上一日数据填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 471,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ROC</th>\n",
       "      <th>中国</th>\n",
       "      <th>意大利</th>\n",
       "      <th>日本</th>\n",
       "      <th>荷兰</th>\n",
       "      <th>德国</th>\n",
       "      <th>法国</th>\n",
       "      <th>澳大利亚</th>\n",
       "      <th>美国</th>\n",
       "      <th>英国</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>获奖时间</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>07月24日</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月25日</th>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月26日</th>\n",
       "      <td>12.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月27日</th>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月28日</th>\n",
       "      <td>23.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月29日</th>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月30日</th>\n",
       "      <td>34.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07月31日</th>\n",
       "      <td>37.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月01日</th>\n",
       "      <td>44.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月02日</th>\n",
       "      <td>50.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月03日</th>\n",
       "      <td>52.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月04日</th>\n",
       "      <td>53.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月05日</th>\n",
       "      <td>58.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月06日</th>\n",
       "      <td>62.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月07日</th>\n",
       "      <td>69.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08月08日</th>\n",
       "      <td>71.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ROC    中国   意大利    日本    荷兰    德国    法国  澳大利亚     美国    英国\n",
       "获奖时间                                                               \n",
       "07月24日   2.0   4.0   2.0   1.0   1.0   0.0   0.0   0.0    0.0   0.0\n",
       "07月25日   7.0  11.0   5.0   5.0   2.0   2.0   3.0   3.0    9.0   2.0\n",
       "07月26日  12.0  18.0   9.0  13.0   3.0   3.0   5.0   6.0   14.0   7.0\n",
       "07月27日  18.0  21.0  12.0  18.0   3.0   5.0   7.0   9.0   25.0  13.0\n",
       "07月28日  23.0  27.0  15.0  22.0  11.0  10.0   8.0  16.0   31.0  16.0\n",
       "07月29日  28.0  31.0  19.0  25.0  13.0  13.0  11.0  20.0   38.0  18.0\n",
       "07月30日  34.0  40.0  20.0  28.0  15.0  16.0  13.0  22.0   41.0  24.0\n",
       "07月31日  37.0  46.0  24.0  30.0  16.0  17.0  19.0  27.0   46.0  28.0\n",
       "08月01日  44.0  51.0  27.0  31.0  17.0  19.0  21.0  31.0   59.0  32.0\n",
       "08月02日  50.0  62.0  28.0  33.0  18.0  23.0  23.0  33.0   64.0  35.0\n",
       "08月03日  52.0  69.0  29.0  36.0  20.0  30.0  24.0  33.0   73.0  43.0\n",
       "08月04日  53.0  70.0  30.0  40.0  23.0  32.0  25.0  36.0   79.0  48.0\n",
       "08月05日  58.0  74.0  35.0  46.0  26.0  34.0  27.0  41.0   91.0  51.0\n",
       "08月06日  62.0  79.0  38.0  51.0  31.0  36.0  27.0  44.0   98.0  58.0\n",
       "08月07日  69.0  87.0  39.0  56.0  33.0  37.0  32.0  46.0  108.0  63.0\n",
       "08月08日  71.0  88.0  40.0  58.0  36.0  37.0  33.0  46.0  113.0  65.0"
      ]
     },
     "execution_count": 471,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据可视化\n",
    "\n",
    "下面是一些数据可视化的操作\n",
    "\n",
    "由于部分是之前未涉及的内容，所以以下全部习题我将保留答案。也不可使用 ans 查看答案"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 18 - 条形图\n",
    "\n",
    "对金牌数量排行前10的国家制作条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 530,
       "width": 865
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "plt.rcParams['font.sans-serif'] = ['Songti SC']\n",
    "\n",
    "n = 10\n",
    "x = [i for i in range(n)]  # 共有多少个数据就设置多少个i\n",
    "y1 = [40] * n  # 这里是x轴最大范围，也就是浅色部分长度，需要根据你的数据进行修改\n",
    "counts = list(df1.head(10)['金牌数'])\n",
    "countrys = list(df1.head(10)['国家奥委会'])\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6), dpi=100)\n",
    "\n",
    "plt.xlim(0, 40.5)  # 这里的1310修改成最大的x轴，比上面的y1大一点即可\n",
    "\n",
    "plt.barh(x, y1, color='#EDF6FF', alpha=0.99)\n",
    "\n",
    "for i in range(n):\n",
    "    plt.barh(x[i], counts[::-1][i], color='#00C5D2' if x[i] %\n",
    "             2 == 0 else '#5172F0', height=0.4, ec='#333', lw=0.8)\n",
    "\n",
    "ax = plt.gca()\n",
    "\n",
    "ax.xaxis.set_ticks_position('top')\n",
    "ax.tick_params(direction='in')\n",
    "\n",
    "ax.tick_params(bottom=False, top=True, left=False, right=False)\n",
    "\n",
    "plt.yticks([])\n",
    "\n",
    "plt.ylim(-0.7, 9.7)\n",
    "for i in range(n):\n",
    "\n",
    "    plt.text(-3.7, 8.9-i, f'{countrys[i]}', bbox=dict(boxstyle=\"round\", fc=\"#EDF6FF\",\n",
    "                                                      ec=\"black\", alpha=0.9, linestyle='--', linewidth=0.8), size=10)\n",
    "\n",
    "    plt.text(counts[::-1][i]+0.25, i, f\"{counts[::-1][i]}\", fontsize=8.5, color='#00C5D2' if x[i] %\n",
    "             2 == 0 else '#5172F0', verticalalignment='center',\n",
    "             style='italic', family='serif', weight='heavy')\n",
    "\n",
    "\n",
    "plt.text(0, 10.5, '东京奥运会金牌排行榜', size=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19 - 堆叠图\n",
    "\n",
    "将排行榜前十名的奖牌绘制堆叠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f820fe0514744176b591cc950220f9d0\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f820fe0514744176b591cc950220f9d0 = echarts.init(\n",
       "                    document.getElementById('f820fe0514744176b591cc950220f9d0'), 'white', {renderer: 'canvas'});\n",
       "                var option_f820fe0514744176b591cc950220f9d0 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#FBED67\",\n",
       "        \"#838383\",\n",
       "        \"#8F3605\",\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u91d1\\u724c\\ud83c\\udfc5\\ufe0f\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                39,\n",
       "                38,\n",
       "                27,\n",
       "                22,\n",
       "                20,\n",
       "                17,\n",
       "                10,\n",
       "                10,\n",
       "                10,\n",
       "                10\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u94f6\\u724c\\ud83e\\udd48\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                41,\n",
       "                32,\n",
       "                14,\n",
       "                21,\n",
       "                28,\n",
       "                7,\n",
       "                12,\n",
       "                12,\n",
       "                11,\n",
       "                10\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u94dc\\u724c\\ud83e\\udd49\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                33,\n",
       "                18,\n",
       "                17,\n",
       "                22,\n",
       "                23,\n",
       "                22,\n",
       "                14,\n",
       "                11,\n",
       "                16,\n",
       "                20\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u91d1\\u724c\\ud83c\\udfc5\\ufe0f\",\n",
       "                \"\\u94f6\\u724c\\ud83e\\udd48\",\n",
       "                \"\\u94dc\\u724c\\ud83e\\udd49\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u91d1\\u724c\\ud83c\\udfc5\\ufe0f\": true,\n",
       "                \"\\u94f6\\u724c\\ud83e\\udd48\": true,\n",
       "                \"\\u94dc\\u724c\\ud83e\\udd49\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u7f8e\\u56fd\",\n",
       "                \"\\u4e2d\\u56fd\",\n",
       "                \"\\u65e5\\u672c\",\n",
       "                \"\\u82f1\\u56fd\",\n",
       "                \"ROC\",\n",
       "                \"\\u6fb3\\u5927\\u5229\\u4e9a\",\n",
       "                \"\\u8377\\u5170\",\n",
       "                \"\\u6cd5\\u56fd\",\n",
       "                \"\\u5fb7\\u56fd\",\n",
       "                \"\\u610f\\u5927\\u5229\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u4e1c\\u4eac\\u5965\\u8fd0\\u4f1a\\u699c10\\u5956\\u724c\\u5206\\u5e03\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f820fe0514744176b591cc950220f9d0.setOption(option_f820fe0514744176b591cc950220f9d0);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fdc78385970>"
      ]
     },
     "execution_count": 502,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.globals import ThemeType\n",
    "gold = list(df1['金牌数'].head(10))\n",
    "silver = list(df1['银牌数'].head(10))\n",
    "bronze = list(df1['铜牌数'].head(10))\n",
    "countrys = list(df1['国家奥委会'].head(10))\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis(countrys)\n",
    "    .add_yaxis(\"金牌🏅️\", gold, stack=\"stack1\",color =\"#8F3605\" )\n",
    "    .add_yaxis(\"银牌🥈\", silver, stack=\"stack1\", color=\"#838383\")\n",
    "    .add_yaxis(\"铜牌🥉\", bronze, stack=\"stack1\", color='#FBED67')\n",
    "    \n",
    "    .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"东京奥运会榜10奖牌分布\"))\n",
    ")\n",
    "\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 20 - 饼图\n",
    "\n",
    "绘制中国队的奖牌分布饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 529,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.pivot_table(df2,values = ['奖牌类型'],index = ['国家','运动类别'],aggfunc = 'count').query(\"国家 == ['中国']\")\n",
    "jiangpai = list(data['奖牌类型'])\n",
    "xiangmu = [data.index[i][1] for i in range(len(data))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 540,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b7bf157bb08d431fbcc8b598b363e30d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b7bf157bb08d431fbcc8b598b363e30d = echarts.init(\n",
       "                    document.getElementById('b7bf157bb08d431fbcc8b598b363e30d'), 'light', {renderer: 'canvas'});\n",
       "                var option_b7bf157bb08d431fbcc8b598b363e30d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u4e09\\u4eba\\u7bee\\u7403\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e3e\\u91cd\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e52\\u4e53\\u7403\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u51fb\\u5251\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53e4\\u5178\\u5f0f\\u6454\\u8de4\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u573a\\u5730\\u81ea\\u884c\\u8f66\\u8d5b\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c04\\u51fb\",\n",
       "                    \"value\": 11\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e06\\u8239\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62f3\\u51fb\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6500\\u5ca9\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u6cf3\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7530\\u5f84\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7a7a\\u624b\\u9053\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ade\\u6280\\u4f53\\u64cd\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7fbd\\u6bdb\\u7403\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u81ea\\u7531\\u5f0f\\u6454\\u8de4\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u6837\\u6e38\\u6cf3\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d5b\\u8247\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8dc6\\u62f3\\u9053\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8df3\\u6c34\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8e66\\u5e8a\\u4f53\\u64cd\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9759\\u6c34\\u76ae\\u5212\\u8247\",\n",
       "                    \"value\": 3\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4e09\\u4eba\\u7bee\\u7403\",\n",
       "                \"\\u4e3e\\u91cd\",\n",
       "                \"\\u4e52\\u4e53\\u7403\",\n",
       "                \"\\u51fb\\u5251\",\n",
       "                \"\\u53e4\\u5178\\u5f0f\\u6454\\u8de4\",\n",
       "                \"\\u573a\\u5730\\u81ea\\u884c\\u8f66\\u8d5b\",\n",
       "                \"\\u5c04\\u51fb\",\n",
       "                \"\\u5e06\\u8239\",\n",
       "                \"\\u62f3\\u51fb\",\n",
       "                \"\\u6500\\u5ca9\",\n",
       "                \"\\u6e38\\u6cf3\",\n",
       "                \"\\u7530\\u5f84\",\n",
       "                \"\\u7a7a\\u624b\\u9053\",\n",
       "                \"\\u7ade\\u6280\\u4f53\\u64cd\",\n",
       "                \"\\u7fbd\\u6bdb\\u7403\",\n",
       "                \"\\u81ea\\u7531\\u5f0f\\u6454\\u8de4\",\n",
       "                \"\\u82b1\\u6837\\u6e38\\u6cf3\",\n",
       "                \"\\u8d5b\\u8247\",\n",
       "                \"\\u8dc6\\u62f3\\u9053\",\n",
       "                \"\\u8df3\\u6c34\",\n",
       "                \"\\u8e66\\u5e8a\\u4f53\\u64cd\",\n",
       "                \"\\u9759\\u6c34\\u76ae\\u5212\\u8247\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"15%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u4e2d\\u56fd\\u961f\\u5956\\u724c\\u5206\\u5e03\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_b7bf157bb08d431fbcc8b598b363e30d.setOption(option_b7bf157bb08d431fbcc8b598b363e30d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fdc6e5e8190>"
      ]
     },
     "execution_count": 540,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(theme=ThemeType.LIGHT))\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(xiangmu, jiangpai)],\n",
    "        radius=[\"40%\", \"75%\"],\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"中国队奖牌分布\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_top=\"15%\", pos_left=\"2%\"),\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "    .render_notebook()\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 21 - 地图\n",
    "\n",
    "绘制各国奖牌分布热力地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [],
   "source": [
    "countrys = list(df1['国家奥委会'])\n",
    "data = list(df1['总分'])\n",
    "with open('name_map.json','r',encoding='utf8')as fp:\n",
    "    name = json.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 524,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'world':'https://assets.pyecharts.org/assets/maps/world'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"52341535d77d41e9bc13729e964a1282\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'world'], function(echarts) {\n",
       "                var chart_52341535d77d41e9bc13729e964a1282 = echarts.init(\n",
       "                    document.getElementById('52341535d77d41e9bc13729e964a1282'), 'white', {renderer: 'canvas'});\n",
       "                var option_52341535d77d41e9bc13729e964a1282 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"mapType\": \"world\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u7f8e\\u56fd\",\n",
       "                    \"value\": 113\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u56fd\",\n",
       "                    \"value\": 88\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e5\\u672c\",\n",
       "                    \"value\": 58\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82f1\\u56fd\",\n",
       "                    \"value\": 65\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"ROC\",\n",
       "                    \"value\": 71\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6fb3\\u5927\\u5229\\u4e9a\",\n",
       "                    \"value\": 46\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8377\\u5170\",\n",
       "                    \"value\": 36\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cd5\\u56fd\",\n",
       "                    \"value\": 33\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fb7\\u56fd\",\n",
       "                    \"value\": 37\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u610f\\u5927\\u5229\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u52a0\\u62ff\\u5927\",\n",
       "                    \"value\": 24\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u897f\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u897f\\u5170\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53e4\\u5df4\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5308\\u7259\\u5229\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u97e9\\u56fd\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ce2\\u5170\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6377\\u514b\",\n",
       "                    \"value\": 11\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u80af\\u5c3c\\u4e9a\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u632a\\u5a01\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7259\\u4e70\\u52a0\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u897f\\u73ed\\u7259\",\n",
       "                    \"value\": 17\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u745e\\u5178\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u745e\\u58eb\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e39\\u9ea6\",\n",
       "                    \"value\": 11\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u514b\\u7f57\\u5730\\u4e9a\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f0a\\u6717\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u585e\\u5c14\\u7ef4\\u4e9a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6bd4\\u5229\\u65f6\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4fdd\\u52a0\\u5229\\u4e9a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65af\\u6d1b\\u6587\\u5c3c\\u4e9a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e4c\\u5179\\u522b\\u514b\\u65af\\u5766\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u683c\\u9c81\\u5409\\u4e9a\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u534e\\u53f0\\u5317\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u571f\\u8033\\u5176\",\n",
       "                    \"value\": 13\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e0c\\u814a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e4c\\u5e72\\u8fbe\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5384\\u74dc\\u591a\\u5c14\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7231\\u5c14\\u5170\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ee5\\u8272\\u5217\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5361\\u5854\\u5c14\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u54c8\\u9a6c\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79d1\\u7d22\\u6c83\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e4c\\u514b\\u5170\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4fc4\\u7f57\\u65af\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f57\\u9a6c\\u5c3c\\u4e9a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u59d4\\u5185\\u745e\\u62c9\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5370\\u5ea6\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u56fd\\u9999\\u6e2f\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u83f2\\u5f8b\\u5bbe\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65af\\u6d1b\\u4f10\\u514b\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u975e\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5965\\u5730\\u5229\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57c3\\u53ca\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5370\\u5ea6\\u5c3c\\u897f\\u4e9a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57c3\\u585e\\u4fc4\\u6bd4\\u4e9a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8461\\u8404\\u7259\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7a81\\u5c3c\\u65af\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7231\\u6c99\\u5c3c\\u4e9a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6590\\u6d4e\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62c9\\u8131\\u7ef4\\u4e9a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cf0\\u56fd\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767e\\u6155\\u5927\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6469\\u6d1b\\u54e5\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6ce2\\u591a\\u9ece\\u5404\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54e5\\u4f26\\u6bd4\\u4e9a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u963f\\u585e\\u62dc\\u7586\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u591a\\u7c73\\u5c3c\\u52a0\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e9a\\u7f8e\\u5c3c\\u4e9a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5409\\u5c14\\u5409\\u65af\\u65af\\u5766\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8499\\u53e4\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u963f\\u6839\\u5ef7\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5723\\u9a6c\\u529b\\u8bfa\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ea6\\u65e6\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9a6c\\u6765\\u897f\\u4e9a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c3c\\u65e5\\u5229\\u4e9a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5df4\\u6797\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c99\\u7279\\u963f\\u62c9\\u4f2f\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7acb\\u9676\\u5b9b\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u9a6c\\u5176\\u987f\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7eb3\\u7c73\\u6bd4\\u4e9a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u571f\\u5e93\\u66fc\\u65af\\u5766\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u8428\\u514b\\u65af\\u5766\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u58a8\\u897f\\u54e5\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82ac\\u5170\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u535a\\u8328\\u74e6\\u7eb3\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e03\\u57fa\\u7eb3\\u6cd5\\u7d22\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79d1\\u7279\\u8fea\\u74e6\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u52a0\\u7eb3\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u683c\\u6797\\u7eb3\\u8fbe\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79d1\\u5a01\\u7279\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6469\\u5c14\\u591a\\u74e6\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53d9\\u5229\\u4e9a\",\n",
       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"nameMap\": {\n",
       "                \"Singapore Rep.\": \"\\u65b0\\u52a0\\u5761\",\n",
       "                \"Dominican Rep.\": \"\\u591a\\u7c73\\u5c3c\\u52a0\",\n",
       "                \"Palestine\": \"\\u5df4\\u52d2\\u65af\\u5766\",\n",
       "                \"Bahamas\": \"\\u5df4\\u54c8\\u9a6c\",\n",
       "                \"Timor-Leste\": \"\\u4e1c\\u5e1d\\u6c76\",\n",
       "                \"Afghanistan\": \"\\u963f\\u5bcc\\u6c57\",\n",
       "                \"Guinea-Bissau\": \"\\u51e0\\u5185\\u4e9a\\u6bd4\\u7ecd\",\n",
       "                \"C\\u00f4te dIvoire\": \"\\u79d1\\u7279\\u8fea\\u74e6\",\n",
       "                \"Siachen Glacier\": \"\\u9521\\u4e9a\\u7434\\u51b0\\u5ddd\",\n",
       "                \"Br. Indian Ocean Ter.\": \"\\u82f1\\u5c5e\\u5370\\u5ea6\\u6d0b\\u9886\\u571f\",\n",
       "                \"Angola\": \"\\u5b89\\u54e5\\u62c9\",\n",
       "                \"Albania\": \"\\u963f\\u5c14\\u5df4\\u5c3c\\u4e9a\",\n",
       "                \"United Arab Emirates\": \"\\u963f\\u8054\\u914b\",\n",
       "                \"Argentina\": \"\\u963f\\u6839\\u5ef7\",\n",
       "                \"Armenia\": \"\\u4e9a\\u7f8e\\u5c3c\\u4e9a\",\n",
       "                \"French Southern and Antarctic Lands\": \"\\u6cd5\\u5c5e\\u5357\\u534a\\u7403\\u548c\\u5357\\u6781\\u9886\\u5730\",\n",
       "                \"Australia\": \"\\u6fb3\\u5927\\u5229\\u4e9a\",\n",
       "                \"Austria\": \"\\u5965\\u5730\\u5229\",\n",
       "                \"Azerbaijan\": \"\\u963f\\u585e\\u62dc\\u7586\",\n",
       "                \"Burundi\": \"\\u5e03\\u9686\\u8fea\",\n",
       "                \"Belgium\": \"\\u6bd4\\u5229\\u65f6\",\n",
       "                \"Benin\": \"\\u8d1d\\u5b81\",\n",
       "                \"Burkina Faso\": \"\\u5e03\\u57fa\\u7eb3\\u6cd5\\u7d22\",\n",
       "                \"Bangladesh\": \"\\u5b5f\\u52a0\\u62c9\\u56fd\",\n",
       "                \"Bulgaria\": \"\\u4fdd\\u52a0\\u5229\\u4e9a\",\n",
       "                \"The Bahamas\": \"\\u5df4\\u54c8\\u9a6c\",\n",
       "                \"Bosnia and Herz.\": \"\\u6ce2\\u65af\\u5c3c\\u4e9a\\u548c\\u9ed1\\u585e\\u54e5\\u7ef4\\u90a3\",\n",
       "                \"Belarus\": \"\\u767d\\u4fc4\\u7f57\\u65af\",\n",
       "                \"Belize\": \"\\u4f2f\\u5229\\u5179\",\n",
       "                \"Bermuda\": \"\\u767e\\u6155\\u5927\",\n",
       "                \"Bolivia\": \"\\u73bb\\u5229\\u7ef4\\u4e9a\",\n",
       "                \"Brazil\": \"\\u5df4\\u897f\",\n",
       "                \"Brunei\": \"\\u6587\\u83b1\",\n",
       "                \"Bhutan\": \"\\u4e0d\\u4e39\",\n",
       "                \"Botswana\": \"\\u535a\\u8328\\u74e6\\u7eb3\",\n",
       "                \"Central African Rep.\": \"\\u4e2d\\u975e\",\n",
       "                \"Canada\": \"\\u52a0\\u62ff\\u5927\",\n",
       "                \"Switzerland\": \"\\u745e\\u58eb\",\n",
       "                \"Chile\": \"\\u667a\\u5229\",\n",
       "                \"China\": \"\\u4e2d\\u56fd\",\n",
       "                \"Ivory Coast\": \"\\u8c61\\u7259\\u6d77\\u5cb8\",\n",
       "                \"Cameroon\": \"\\u5580\\u9ea6\\u9686\",\n",
       "                \"Dem. Rep. Congo\": \"\\u521a\\u679c\\u6c11\\u4e3b\\u5171\\u548c\\u56fd\",\n",
       "                \"Congo\": \"\\u521a\\u679c\",\n",
       "                \"Colombia\": \"\\u54e5\\u4f26\\u6bd4\\u4e9a\",\n",
       "                \"Costa Rica\": \"\\u54e5\\u65af\\u8fbe\\u9ece\\u52a0\",\n",
       "                \"Cuba\": \"\\u53e4\\u5df4\",\n",
       "                \"N. Cyprus\": \"\\u5317\\u585e\\u6d66\\u8def\\u65af\",\n",
       "                \"Cyprus\": \"\\u585e\\u6d66\\u8def\\u65af\",\n",
       "                \"Czech Rep.\": \"\\u6377\\u514b\",\n",
       "                \"Germany\": \"\\u5fb7\\u56fd\",\n",
       "                \"Djibouti\": \"\\u5409\\u5e03\\u63d0\",\n",
       "                \"Denmark\": \"\\u4e39\\u9ea6\",\n",
       "                \"Algeria\": \"\\u963f\\u5c14\\u53ca\\u5229\\u4e9a\",\n",
       "                \"Ecuador\": \"\\u5384\\u74dc\\u591a\\u5c14\",\n",
       "                \"Egypt\": \"\\u57c3\\u53ca\",\n",
       "                \"Eritrea\": \"\\u5384\\u7acb\\u7279\\u91cc\\u4e9a\",\n",
       "                \"Spain\": \"\\u897f\\u73ed\\u7259\",\n",
       "                \"Estonia\": \"\\u7231\\u6c99\\u5c3c\\u4e9a\",\n",
       "                \"Ethiopia\": \"\\u57c3\\u585e\\u4fc4\\u6bd4\\u4e9a\",\n",
       "                \"Finland\": \"\\u82ac\\u5170\",\n",
       "                \"Fiji\": \"\\u6590\",\n",
       "                \"Falkland Islands\": \"\\u798f\\u514b\\u5170\\u7fa4\\u5c9b\",\n",
       "                \"France\": \"\\u6cd5\\u56fd\",\n",
       "                \"Gabon\": \"\\u52a0\\u84ec\",\n",
       "                \"United Kingdom\": \"\\u82f1\\u56fd\",\n",
       "                \"Georgia\": \"\\u683c\\u9c81\\u5409\\u4e9a\",\n",
       "                \"Ghana\": \"\\u52a0\\u7eb3\",\n",
       "                \"Guinea\": \"\\u51e0\\u5185\\u4e9a\",\n",
       "                \"Gambia\": \"\\u5188\\u6bd4\\u4e9a\",\n",
       "                \"Guinea Bissau\": \"\\u51e0\\u5185\\u4e9a\\u6bd4\\u7ecd\",\n",
       "                \"Eq. Guinea\": \"\\u8d64\\u9053\\u51e0\\u5185\\u4e9a\",\n",
       "                \"Greece\": \"\\u5e0c\\u814a\",\n",
       "                \"Greenland\": \"\\u683c\\u9675\\u5170\",\n",
       "                \"Guatemala\": \"\\u5371\\u5730\\u9a6c\\u62c9\",\n",
       "                \"French Guiana\": \"\\u6cd5\\u5c5e\\u572d\\u4e9a\\u90a3\",\n",
       "                \"Guyana\": \"\\u572d\\u4e9a\\u90a3\",\n",
       "                \"Honduras\": \"\\u6d2a\\u90fd\\u62c9\\u65af\",\n",
       "                \"Croatia\": \"\\u514b\\u7f57\\u5730\\u4e9a\",\n",
       "                \"Haiti\": \"\\u6d77\\u5730\",\n",
       "                \"Hungary\": \"\\u5308\\u7259\\u5229\",\n",
       "                \"Indonesia\": \"\\u5370\\u5ea6\\u5c3c\\u897f\\u4e9a\",\n",
       "                \"India\": \"\\u5370\\u5ea6\",\n",
       "                \"Ireland\": \"\\u7231\\u5c14\\u5170\",\n",
       "                \"Iran\": \"\\u4f0a\\u6717\",\n",
       "                \"Iraq\": \"\\u4f0a\\u62c9\\u514b\",\n",
       "                \"Iceland\": \"\\u51b0\\u5c9b\",\n",
       "                \"Israel\": \"\\u4ee5\\u8272\\u5217\",\n",
       "                \"Italy\": \"\\u610f\\u5927\\u5229\",\n",
       "                \"Jamaica\": \"\\u7259\\u4e70\\u52a0\",\n",
       "                \"Jordan\": \"\\u7ea6\\u65e6\",\n",
       "                \"Japan\": \"\\u65e5\\u672c\",\n",
       "                \"Kazakhstan\": \"\\u54c8\\u8428\\u514b\\u65af\\u5766\",\n",
       "                \"Kenya\": \"\\u80af\\u5c3c\\u4e9a\",\n",
       "                \"Kyrgyzstan\": \"\\u5409\\u5c14\\u5409\\u65af\\u65af\\u5766\",\n",
       "                \"Cambodia\": \"\\u67ec\\u57d4\\u5be8\",\n",
       "                \"Korea\": \"\\u97e9\\u56fd\",\n",
       "                \"Kosovo\": \"\\u79d1\\u7d22\\u6c83\",\n",
       "                \"Kuwait\": \"\\u79d1\\u5a01\\u7279\",\n",
       "                \"Lao PDR\": \"\\u8001\\u631d\",\n",
       "                \"Lebanon\": \"\\u9ece\\u5df4\\u5ae9\",\n",
       "                \"Liberia\": \"\\u5229\\u6bd4\\u91cc\\u4e9a\",\n",
       "                \"Libya\": \"\\u5229\\u6bd4\\u4e9a\",\n",
       "                \"Sri Lanka\": \"\\u65af\\u91cc\\u5170\\u5361\",\n",
       "                \"Lesotho\": \"\\u83b1\\u7d22\\u6258\",\n",
       "                \"Lithuania\": \"\\u7acb\\u9676\\u5b9b\",\n",
       "                \"Luxembourg\": \"\\u5362\\u68ee\\u5821\",\n",
       "                \"Latvia\": \"\\u62c9\\u8131\\u7ef4\\u4e9a\",\n",
       "                \"Morocco\": \"\\u6469\\u6d1b\\u54e5\",\n",
       "                \"Moldova\": \"\\u6469\\u5c14\\u591a\\u74e6\",\n",
       "                \"Madagascar\": \"\\u9a6c\\u8fbe\\u52a0\\u65af\\u52a0\",\n",
       "                \"Mexico\": \"\\u58a8\\u897f\\u54e5\",\n",
       "                \"Macedonia\": \"\\u9a6c\\u5176\\u987f\",\n",
       "                \"Mali\": \"\\u9a6c\\u91cc\",\n",
       "                \"Myanmar\": \"\\u7f05\\u7538\",\n",
       "                \"Montenegro\": \"\\u9ed1\\u5c71\",\n",
       "                \"Mongolia\": \"\\u8499\\u53e4\",\n",
       "                \"Mozambique\": \"\\u83ab\\u6851\\u6bd4\\u514b\",\n",
       "                \"Mauritania\": \"\\u6bdb\\u91cc\\u5854\\u5c3c\\u4e9a\",\n",
       "                \"Malawi\": \"\\u9a6c\\u62c9\\u7ef4\",\n",
       "                \"Malaysia\": \"\\u9a6c\\u6765\\u897f\\u4e9a\",\n",
       "                \"Namibia\": \"\\u7eb3\\u7c73\\u6bd4\\u4e9a\",\n",
       "                \"New Caledonia\": \"\\u65b0\\u5580\\u91cc\\u591a\\u5c3c\\u4e9a\",\n",
       "                \"Niger\": \"\\u5c3c\\u65e5\\u5c14\",\n",
       "                \"Nigeria\": \"\\u5c3c\\u65e5\\u5229\\u4e9a\",\n",
       "                \"Nicaragua\": \"\\u5c3c\\u52a0\\u62c9\\u74dc\",\n",
       "                \"Netherlands\": \"\\u8377\\u5170\",\n",
       "                \"Norway\": \"\\u632a\\u5a01\",\n",
       "                \"Nepal\": \"\\u5c3c\\u6cca\\u5c14\",\n",
       "                \"New Zealand\": \"\\u65b0\\u897f\\u5170\",\n",
       "                \"Oman\": \"\\u963f\\u66fc\",\n",
       "                \"Pakistan\": \"\\u5df4\\u57fa\\u65af\\u5766\",\n",
       "                \"Panama\": \"\\u5df4\\u62ff\\u9a6c\",\n",
       "                \"Peru\": \"\\u79d8\\u9c81\",\n",
       "                \"Philippines\": \"\\u83f2\\u5f8b\\u5bbe\",\n",
       "                \"Papua New Guinea\": \"\\u5df4\\u5e03\\u4e9a\\u65b0\\u51e0\\u5185\\u4e9a\",\n",
       "                \"Poland\": \"\\u6ce2\\u5170\",\n",
       "                \"Puerto Rico\": \"\\u6ce2\\u591a\\u9ece\\u5404\",\n",
       "                \"Dem. Rep. Korea\": \"\\u671d\\u9c9c\",\n",
       "                \"Portugal\": \"\\u8461\\u8404\\u7259\",\n",
       "                \"Paraguay\": \"\\u5df4\\u62c9\\u572d\",\n",
       "                \"Qatar\": \"\\u5361\\u5854\\u5c14\",\n",
       "                \"Romania\": \"\\u7f57\\u9a6c\\u5c3c\\u4e9a\",\n",
       "                \"Russia\": \"ROC\",\n",
       "                \"Rwanda\": \"\\u5362\\u65fa\\u8fbe\",\n",
       "                \"W. Sahara\": \"\\u897f\\u6492\\u54c8\\u62c9\",\n",
       "                \"Saudi Arabia\": \"\\u6c99\\u7279\\u963f\\u62c9\\u4f2f\",\n",
       "                \"Sudan\": \"\\u82cf\\u4e39\",\n",
       "                \"S. Sudan\": \"\\u5357\\u82cf\\u4e39\",\n",
       "                \"Senegal\": \"\\u585e\\u5185\\u52a0\\u5c14\",\n",
       "                \"Solomon Is.\": \"\\u6240\\u7f57\\u95e8\\u7fa4\\u5c9b\",\n",
       "                \"Sierra Leone\": \"\\u585e\\u62c9\\u5229\\u6602\",\n",
       "                \"El Salvador\": \"\\u8428\\u5c14\\u74e6\\u591a\",\n",
       "                \"Somaliland\": \"\\u7d22\\u9a6c\\u91cc\\u5170\",\n",
       "                \"Somalia\": \"\\u7d22\\u9a6c\\u91cc\",\n",
       "                \"Serbia\": \"\\u585e\\u5c14\\u7ef4\\u4e9a\",\n",
       "                \"Suriname\": \"\\u82cf\\u91cc\\u5357\",\n",
       "                \"Slovakia\": \"\\u65af\\u6d1b\\u4f10\\u514b\",\n",
       "                \"Slovenia\": \"\\u65af\\u6d1b\\u6587\\u5c3c\\u4e9a\",\n",
       "                \"Sweden\": \"\\u745e\\u5178\",\n",
       "                \"Swaziland\": \"\\u65af\\u5a01\\u58eb\\u5170\",\n",
       "                \"Syria\": \"\\u53d9\\u5229\\u4e9a\",\n",
       "                \"Chad\": \"\\u4e4d\\u5f97\",\n",
       "                \"Togo\": \"\\u591a\\u54e5\",\n",
       "                \"Thailand\": \"\\u6cf0\\u56fd\",\n",
       "                \"Tajikistan\": \"\\u5854\\u5409\\u514b\\u65af\\u5766\",\n",
       "                \"Turkmenistan\": \"\\u571f\\u5e93\\u66fc\\u65af\\u5766\",\n",
       "                \"East Timor\": \"\\u4e1c\\u5e1d\\u6c76\",\n",
       "                \"Trinidad and Tobago\": \"\\u7279\\u91cc\\u5c3c\\u8fbe\\u548c\\u591a\\u5df4\\u54e5\",\n",
       "                \"Tunisia\": \"\\u7a81\\u5c3c\\u65af\",\n",
       "                \"Turkey\": \"\\u571f\\u8033\\u5176\",\n",
       "                \"Tanzania\": \"\\u5766\\u6851\\u5c3c\\u4e9a\",\n",
       "                \"Uganda\": \"\\u4e4c\\u5e72\\u8fbe\",\n",
       "                \"Ukraine\": \"\\u4e4c\\u514b\\u5170\",\n",
       "                \"Uruguay\": \"\\u4e4c\\u62c9\\u572d\",\n",
       "                \"United States\": \"\\u7f8e\\u56fd\",\n",
       "                \"Uzbekistan\": \"\\u4e4c\\u5179\\u522b\\u514b\\u65af\\u5766\",\n",
       "                \"Venezuela\": \"\\u59d4\\u5185\\u745e\\u62c9\",\n",
       "                \"Vietnam\": \"\\u8d8a\\u5357\",\n",
       "                \"Vanuatu\": \"\\u74e6\\u52aa\\u963f\\u56fe\",\n",
       "                \"West Bank\": \"\\u897f\\u5cb8\",\n",
       "                \"Yemen\": \"\\u4e5f\\u95e8\",\n",
       "                \"South Africa\": \"\\u5357\\u975e\",\n",
       "                \"Zambia\": \"\\u8d5e\\u6bd4\\u4e9a\",\n",
       "                \"Zimbabwe\": \"\\u6d25\\u5df4\\u5e03\\u97e6\",\n",
       "                \"Comoros\": \"\\u79d1\\u6469\\u7f57\"\n",
       "            },\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": false,\n",
       "            \"emphasis\": {},\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u4e1c\\u4eac\\u5965\\u8fd0\\u4f1a\\u5956\\u724c\\u5206\\u5e03\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 200,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_52341535d77d41e9bc13729e964a1282.setOption(option_52341535d77d41e9bc13729e964a1282);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fdc6ac216a0>"
      ]
     },
     "execution_count": 524,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"\", [list(z) for z in zip(countrys, data)], \"world\",is_map_symbol_show=False, name_map=name)\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"东京奥运会奖牌分布\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(max_=200),\n",
    "    )\n",
    "    .render_notebook()\n",
    ")\n",
    "\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  22 - 动态图\n",
    "\n",
    "将排行榜前十名的奖牌变化动态展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! cd bar_chart_race-master;python setup.py install"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bar_chart_race as bcr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.pivot_table(df2,values = ['奖牌类型'],index = ['获奖时间','国家'],aggfunc = 'count').query(\"国家 == ['美国', '中国', '日本', '英国', 'ROC', '澳大利亚', '荷兰', '法国', '德国', '意大利']\")\n",
    "data = data.unstack()\n",
    "data.columns = data.columns.get_level_values(1)\n",
    "data.columns.name = None\n",
    "data = data.cumsum()\n",
    "data = data.fillna(axis=0,method='ffill').fillna(0)\n",
    "data.columns = ['Russia', 'China','Italian', 'Japan', 'the Netherlands',' German ',' France ', 'Australia', 'US',' British ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_format(x):\n",
    "    x = x.replace('月','-')\n",
    "    x = x.replace('日','')\n",
    "    x = '2021-' + x\n",
    "    return x\n",
    "data = data.reset_index()\n",
    "data['获奖时间'] = data['获奖时间'].map(time_format)\n",
    "data['获奖时间'] = pd.to_datetime(data['获奖时间'])\n",
    "data = data.set_index('获奖时间')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 470,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/bar_chart_race/_make_chart.py:286: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels(self.df_values.columns)\n",
      "/opt/anaconda3/lib/python3.8/site-packages/bar_chart_race/_make_chart.py:287: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels([max_val] * len(ax.get_xticks()))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<video width=\"898\" height=\"480\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAIGZ0eXBNNFYgAAACAE00ViBpc29taXNvMmF2YzEAAAAIZnJlZQAEIuxtZGF0AAACrwYF//+r\n",
       "3EXpvebZSLeWLNgg2SPu73gyNjQgLSBjb3JlIDE2MSByMzA0OCBiODZhZTNjIC0gSC4yNjQvTVBF\n",
       "Ry00IEFWQyBjb2RlYyAtIENvcHlsZWZ0IDIwMDMtMjAyMSAtIGh0dHA6Ly93d3cudmlkZW9sYW4u\n",
       "b3JnL3gyNjQuaHRtbCAtIG9wdGlvbnM6IGNhYmFjPTEgcmVmPTMgZGVibG9jaz0xOjA6MCBhbmFs\n",
       "eXNlPTB4MzoweDExMyBtZT1oZXggc3VibWU9NyBwc3k9MSBwc3lfcmQ9MS4wMDowLjAwIG1peGVk\n",
       "X3JlZj0xIG1lX3JhbmdlPTE2IGNocm9tYV9tZT0xIHRyZWxsaXM9MSA4eDhkY3Q9MSBjcW09MCBk\n",
       "ZWFkem9uZT0yMSwxMSBmYXN0X3Bza2lwPTEgY2hyb21hX3FwX29mZnNldD0tMiB0aHJlYWRzPTEy\n",
       "IGxvb2thaGVhZF90aHJlYWRzPTIgc2xpY2VkX3RocmVhZHM9MCBucj0wIGRlY2ltYXRlPTEgaW50\n",
       "ZXJsYWNlZD0wIGJsdXJheV9jb21wYXQ9MCBjb25zdHJhaW5lZF9pbnRyYT0wIGJmcmFtZXM9MyBi\n",
       "X3B5cmFtaWQ9MiBiX2FkYXB0PTEgYl9iaWFzPTAgZGlyZWN0PTEgd2VpZ2h0Yj0xIG9wZW5fZ29w\n",
       "PTAgd2VpZ2h0cD0yIGtleWludD0yNTAga2V5aW50X21pbj0yNSBzY2VuZWN1dD00MCBpbnRyYV9y\n",
       "ZWZyZXNoPTAgcmNfbG9va2FoZWFkPTQwIHJjPWNyZiBtYnRyZWU9MSBjcmY9MjMuMCBxY29tcD0w\n",
       "LjYwIHFwbWluPTAgcXBtYXg9NjkgcXBzdGVwPTQgaXBfcmF0aW89MS40MCBhcT0xOjEuMDAAgAAA\n",
       "JIBliIQAf/70o/gU0ZZMMN+XH/PIo3OSpRzieDkHRAAAAwAAAwAAAwAALbKUBUFCJmqbQItUEu68\n",
       "gFIEcHWDGDikogt+91eoH+8HTEdNWo/NPqCvI5RRiytzW5QdUFZI8BJJn4tJQBN7iTKCwxkhdKOk\n",
       "I6wMouEi0FteMXoi0UW7qGU5wkdbj7UJA98ACFac5py16HqcHI0hgGk97KnfKx/oMXHFZcLRXHKr\n",
       "DnvjtE9vbBx91vWlreNJqWjHnIkSKcuDYeAaII7dzlFNb1vinSXQOs5QlvVDy/zKgUzhlkup5kAB\n",
       "bp3lfjF2/qFOm6REhkXg8BTeBvHB9Vz2xMrOA0XxU5+b33Vnd12WBjxYs/eR3gE8SPYagiF5x23f\n",
       "uyQR4p/ANh9BO+3G2F9ut9hjwnGgVl1UlAFcV4/4F4dmjmq9UPWhCKg4jKZKn/6kD59mPJ3Z3fPw\n",
       "7DXTofCm8NQrByJENE4DECTMeaRYuG4HI9zzZQCzQD25bpO6X/kerGws7L3vD20jVaxjPHnZt4Kt\n",
       "KSFT8YsBZnw47Pq5ldPA+PGFsQL9ZKHVX+ulO+xdfC4Zx11r8I2C5zSS6NJ2BbNNsSB6aCqJHamf\n",
       "L9O2rpMVmgwFJ4aNxEmQUgLBD/qEWoFJu/JO56aCEjazeTPMa9+PHz94IG2SDvCWuqSwzIGmmH9N\n",
       "L1M2Lgy9G2FrXiRb0PcxKuJH+8NzulAGu+U+J7f6wXaOQIiREQV24o2DAY8r+Jo7rRiNPicKDcwg\n",
       "Rwbo2zFAWsgpZkwF+jpP1Ol23x6sJyPzc8+EYNJbBtVyXa8VnYqiXAG5H7V7ulKOWZnF88y49zxP\n",
       "w0cDmjfZMJ/q//9mco0ytVHxaJKAjhn38z/E0DoS5lxnn+FzRDqd8zfCQRhLdK+3kNi6OZXptq65\n",
       "3S/qaOp7mipjSL25GSx5V+JtLTDazqcBvjJ1wrCpF8UcxmjLWphSbmjXxpXsErT8v24EdjSBtUUq\n",
       "HQowt93vXPpxxWhpDSuxevpSTVZ6reCSgAAM7+ACAY5zEeCtAbFeUYb3BFFsNP/q+ySfLnYb9vPd\n",
       "5sGTCG3xomXT7GPZpaNYdxYERLe8h5qo0F5Fk+NJJrL2ceRtcwbnub38g/QHf6vfe64e+77d82AO\n",
       "/+Lc5HTAeRjDU2jHvsEarXMiterYThQuIBiR0KRZjkRYWlE6VoQQr5mGBdw0u19XjmxvzAbeBNwL\n",
       "5T1h2osyq80CISoBRhAQTdROn58mfQdN//eW6uj3QSlYECXAdD3kJ3s83R90e718gG6K1UYqc0Pc\n",
       "Hjo8qQbyjc6NGQA/KxzmIAmEdAYEKphPt5NbCRBHI2+WEAl9ZTwkYOFsxV+GPC0Lj1EoeBWsM3nL\n",
       "oqD4GvHumwE6RpJnIJZ/79vmAKDcAowLVthmk7/pXp198bWtqtqocazfUX7yBg40/WXQ4aB/sv2s\n",
       "KTaL7bzIlobLFfuydkhBqiNaNeyeL6dKAax9mj55EETcvZEXsRTReUCIGPB3bWkrMcTvM0kerC7T\n",
       "wugdxH3VjQZuHa5k9Nkg/tM+n4zupl3b4fpV4enbKp7PNLIc6B3JHvD3s5T/87aZbl1cB9OBiGQx\n",
       "svsU/0+eJppQPSNRbacFW9U81BUtkBxkbN5F0maK8aRg7ZymbjOAch3CwO+EoGPt1cWA7Yf8Nspx\n",
       "29Ddl5uP8uoiN0mq8q4BBkft5963rTPhWnS4/maAqD3r4mU16VTttleA8ZwNPPoLi0d+YjIudaQz\n",
       "7k3dEtVuw/6L0vlEeLDunCsAbjXS5zGBh4mNBX9tk/leOzlVvZsrBx74uTZMBHqOy/N8avJtYRqU\n",
       "6IXHdWPZpr0I5iQtJ98eOFDyokProyQSPWG/s5mdbCM6X719eZLRHGLGOiv0+Rl3HxGvdSo2H2yW\n",
       "vi7koL8ibpzNO9M9ySjdMrFG1/DAck/9tjcuvDyxr0JhCrUtvzxpN5aAnSi1zWcipjF4oCG0S1TB\n",
       "LbgdMJ8jttK9rN4HkXPgRajbh5QmWUv9huYp13+JlfWKGXKv99hqLc9dNn07rCU14mSzKdcQVNhv\n",
       "yCHaCUpbwskE8E12wBxO8M0fiqqRWabh4IaL/mZETr1Fp5jZM1OiqTs1x2fhz5DvYkJbiOcyeFed\n",
       "UQ/GaLHjL2CwBhlem3WWypY5r8bwrfvlix8QgXzWTP51jiDhOR0+/RxqpVdz1tvZ/mqcXxjA0Dzn\n",
       "Sh3MLK/zgTgwP0yu3OsRKdSmggtIXmPuvbKOYbxCh0ycmhclMyj61OeX1Y+DuGIkO2+pI0LojjPd\n",
       "meSfVrrXLQQwd9/L4vr6Jh+ysH3IoYgr82FXEz/+Tq+/fbHQ3zH/HQoR19VGNDpR1Zw/il/wS1l9\n",
       "f5r6p83lTTw9ueQ4+2f+YP14i0VfOlCfhsKjWvmwxYD/w7RloZvgWyHGFmGbeMfAZv/Jio/wFqwV\n",
       "7x1rZD4W5WzxKg+GXnZCNBffI5iA5+Ub8tXX7z3VaEVfdK8rLSukAoS2jFKe8yEu2T+ISLUMTLmj\n",
       "S/m5JrS+xI5fzdSNa3ulNeJljZfd95jAEk8mBcPc2tyNZ2uq+s1tejBQtp1jEHuL/zdAw/+O6Mkz\n",
       "Z3cJ8X7xcdCz+vxiAs9CYN4Jvb/g2MfFvFWOmAxNlaqZwzgLxDD6qdWL36PrA6a0BJ/bcNNXFYS6\n",
       "F4kfx4GZyRBFwOt9wXJsEX6L6Si9vc//kuQah+f8D/IA/PabwLedZ45j/m3RRawyAELD6jJmkCe2\n",
       "dwkt+ZNUJ8kyvow9aM84urvpCMVHo98qJCBqh/JE4opIFse4drNo4m0PBBqwPbuaqO5+SpmcXwJj\n",
       "3EuBjjdHTkNTpZ8iIbF+2PZ6+wVh+j8f1/UmYt97qjAvApF4nwWTxd85k7V/TpsWS0BdYA75t2YD\n",
       "qbwBnxQBX8H0AAC+sz7Be2tGd/zh9wtFytem2WX4jX3e/AiK4g9DNcMtsstusHodv1Gj9IVsi9DO\n",
       "/tYcITEGbgj4obwt4DNulLlPqfhi33IpLmgXdgbk/kwToZkpAFf+oNVvuz+1eMB2jqBM7ZXhNdJh\n",
       "ChwLgbezjqhfxcpPaWi+zFL0eWXtVnpfWNI8uQGp1OSVAkK0F5Uya+HT4amCr62IrGm65Gh1eoyz\n",
       "1FyatWFFKvIB4Ai3vveHmDmTkuQQv1S/h2wWogwFgYT67sYXGXT/on1vfP+q6AaeV23mUrDA2zch\n",
       "tdi1QBY2QbdjqGiPg8w99UsxzUS+GZnxNeeaJ+8gwue9Sqp4e/vAFD8B8lBQDssjqn4jTT2OYHPo\n",
       "8yw3PPwScN0Gvy2lNKkpYXIUndemc8uIwd0Temk3dchJXH3BJ1yzbFFN+ZVeqh1zR76BPV3IWkC3\n",
       "tXM+PP8lbia1AAAj7wyipt66T9Nl87V3NxTU/0tJvNDsBeTBomhanNCuXL2f3f8VtxNr/1xrcoHy\n",
       "FSUFRMuNW25+MyWJ/UrS6rZ42VLkDGC4SXYwGRcOXjx+h/7PAb4je/5a3hsa2i1iiSRa/722vRjs\n",
       "kCyt/V8E4ExGUulKFhYqpZ1HhOLgfHlc1Zm1J1BDb4pTCecWoCptbuiR3f9Ofgpg6dJdMe07PE3m\n",
       "YxJ39gd2yfjhSPZiFhtLBA7XYcuBkF/xnDrdMYsQO82P2Mf2KmTyb3MQYWPZ+x/zfW5rrSEDazGr\n",
       "0jf51V8cYf0DMyYDF9mli+d2xZS0XePMUR6xBs8uq9shBgtLq5WNAIdWdBpaEGhHcdxNoLB/4lCL\n",
       "hzxdoUsoHmx2Jjx84S9UIJt7sVQDnuHbUtpCBCph5JcAABIgsVEgoqND4FdP/jJhWX0PQCKimP8J\n",
       "QJeilcsLSiYGwlL2X8ftBiml+6KjLCC7KzeZ709YufRV/HTbJsnmI6PounxTKecciz8CZyarg76u\n",
       "Ha/dhcBsmqmRrq8VtLdT9vUaPD9MVsK/XwJblPB3WRpKzROXNaaQ4fd+xniZ0mdh8w0kS1jlhRom\n",
       "4LJyFzg4K34PQeiNAgDiLPM3RFwo1HMH8EZjz0VEU5HSx/AGx9ihGs6fM3xzPdlCXoeVjoXxaStm\n",
       "jGaUenQrLiz/9SLsH2hxWmHjqyV0pDQNUNf6z5wFSQWXMnoZpkW9iJ/vsDX74g5FRvYAfvDKZ5cy\n",
       "khLNnYZI+ZWeFGelgjTg3LhScdjqwpZHWHTXPZqbTDtUqYhq7sLj+cjeCoydv9GFunPLnN6cGVFR\n",
       "muEQtWpl9HaR7ppV00rlzAE8RzzbrDQ9PSAfN5HtvbsIvvGatC5BH8AUirALSbeWgjz5eYaSniXD\n",
       "5xFYWQNN1exE9spkNsP6Ym3ImZXQ6rNGNy11LIK/EoSrU/ko+CSHqFPo0CbMjjhXC07lEHLfpfqA\n",
       "IPq7mZ5Hg8mmIvSEfiB8b4dC+S3cxMkmWoSCrLGaHJYDzNXlhRDz9YC6HyUdfm0zcWW7dN+LZ1Sg\n",
       "IZ2uDrJY7uutCvOjJ0nwPF6ybtM2JuMat3uIfLhb4o2Kr5vvslAtVFTv54EulrYAAATOq0V2pIOF\n",
       "ZbwjdYK2s2UudtME86iwG0ai/6/00JNS/mH4vFxVcaQK1KAUxOVd2l9O2zIel4h8rb9TKHyI+/lx\n",
       "CtWA9V1CPBLFgV7xJvOvjdS7ReZJnTsBwphSUDuK+MM2jlNZy6krvp8W3cMPny19rWYAa3aIbv2H\n",
       "Q/aoHqtz0SQFvDf0gOmcmhI254f2vnyoRs6jKQ+uQpCi9RoxgEwb7UDsLCyrWloowto7WTv35+tm\n",
       "NV8ZCIvNC4+aAxSgaQz1x9vKjXg9AjHfOOsdt+DOEv/g/Af9+Klptym97RBxES5W8HwTemp/IxTP\n",
       "cVd5aaYrXNdkci39oe+QNK6BxbdrJqmVL17rTFJfpLIlNd5tMyk2magXOBaDrDAoM9zZ3NFYdwHJ\n",
       "9e5Zaj36sy1/i4l7zobV+XK5RzYBT1xfN7NTF/czfuHFzh6hUAApCOTpbj/mGoqn8lYs8UmpKVQL\n",
       "sIr4Dj2D2U+sRQOPf0S95JEpax4a6r1JXLZo0VSFoFxwzNn33JZz/veeZzUjjPeucoBqAAADACfK\n",
       "DottrFGk12UpOc6RAsvbvzUc8+ObjGA8WWylrnh/Bdm76C27WVcuJf8q5CgIDmdKhcmjKvtpBT6a\n",
       "KG4H08DapAVULKIWI5pqaX4cP4kRqcdLC9vhfuLt9a6wfn48rN3vN4FFDCd5A+8ONQ3i88rLVCrI\n",
       "CLy565fDptLY3ytuEb60IxHz5TFDHNATYhg83QQmQ2UTS551Ze8ICCWGnxITaiRpMVQ7AdLjdyJ5\n",
       "iruJPO2lC/DDasBzt9S/KlbI5o2tCuuqLfNq+/1YbWy4GACOYN8DLWPePt0rvX62fgbVTseM+c20\n",
       "OoK9Lji8peGxiqI3yi9tgOGBrMBURpjFnyW2Uxw8jZ8AAo3O00psrOhxBGTNKQoJ6vaT9d/RCwIj\n",
       "wf3pfT/uxcbf7XiNIds5QJGEAcsmPuQ+anp3agAN5exDtrTFKO8d6KmaUiwBueSPm3DFURoJezmx\n",
       "9NLGX0tTJPpDbDR/z1RXzdSaAXaI4/4bfTcl+GC/2ATZmuzagaeIjRjP4QPYWnkAlmLYBzlylS04\n",
       "Panww6feo2++ZhRMr6kQM+66HIanLCqbOJ9Y3sHPd6WZLodjoMmDjgPGmGI2NEcdllnObdAqG9+T\n",
       "Ziu9ya2iniG4ZtwHuRAX0uvEVHOmPSS3X3O6UiwLGRRUT5f1QbxTTDmbLOaC30kldrUlRI1fI9tQ\n",
       "xY93p5r4R6oktkrgF9LLpptRZs1oDzfvvf7NJlkvJrJpFzoyqpyz3T34hQglFLXFR23A0bvA8tjE\n",
       "mkdy6LwUELWnXiYzGsEAAAaTTNqVgbLOLD3fn4onAW/KugKWfomL/LVbVBO8KUU5/q+sMhUBJ2Rc\n",
       "1q0yLhayrDB486j+63NrHuji3rIqwDsr8r4k5LgJDRAlix37HoHmRLtXOFgTSvexl018YuMlSoP4\n",
       "Y1EYovDsWBIN+ePNnalDs8sPc6/fCilyCT1MWiWO560t2p3LLvYr+5C4sQhwMQVyr//U0RPI1iZJ\n",
       "PeKx268eQkZfAJfg4ANCXMFQt8V+8+L1G65JnvrXHKxSZ8CZtB+wKUFcinWzR8uYR9eVfZA7sEkj\n",
       "Qo3BV5I7FBHAhg7iZ6NxmNtRp/wthI1M80/rLtrGVEBra4GqeP0ln4vYvDfLXiOT29w30kZ0fvty\n",
       "/B7xzgKQs7gk4kMjEV4VnNWhyy6xw8nfYCsULI4q1HorneUtPgfheuQA8VFZPis4hJZWXkM95ov/\n",
       "EMHY6oK1cLJTkRJzexPvSiBWCV0EhXwLQbVKEqSid6+UG+W3KEtYk4+TA/i8//CvHyNlWPsDkZoo\n",
       "HKhEUZLY2HY5FfYrk2OofLfmqnLFnuL4j1+EbsfGt81V3LRcX2zbcNya9LwTLuyr0cHbW/OR9C1s\n",
       "agACNDzY9gcDCMz/ukZjE7HVrCGi+beDyhvfnolb6MyfJxa0MU5sgTOadI8x9+6yczXGmGGXK4EK\n",
       "j9TOVzJS3gPoGFyOTL1jN6GSXAPcGBhPenKcE4YfEae8yj0nCjkUEjMeS41hfQcqYCD8/v1V552q\n",
       "ob73ZKRasaUrS/arIJv4EWIVr70yAGiFnN4XfokneZOH6zqymdOrPerkoN/OkbiX/78rMx7OyO1T\n",
       "lScAcH18QdtGONevMLEdvLCPEcnYALUGIx983WuZiC0uJc3oG1CLxrjSIT4z2jrN0r+qywziMyf8\n",
       "D3bSnPfi4r6ZmbAmsLqWbNbG4cOeffXObtorYO7qsNgW8vCBtRGEjRxwkpnIpX65dF9uL6XrEBcv\n",
       "wZSnrXJUnj+mNPC6JFsd4xAX4c1GLQS6WTTJE0PwoWugs9tzLFZkvEDAosHGmpOrnDPQ1cecOlE0\n",
       "DfD8XLmH4qAAKPZCCM4I8L2NTc/xNqkVf7YwwQzwNK8LCZKlIJi/hJqav4v/D4LSdAHccykA0Xur\n",
       "e1I0Dr2f2oa/6Xxsu4VKucfAYZw9BafhE+XmtxP3bUwAgVvOsbMPhLpzpncFg+BhJuBVbLFDwrIM\n",
       "N7jm6N+8bE2PLUjb7IyhvgAMdcqZmgJjvjWrqgRnbq1gTzum2IfKl2YzpjU6c/xatZmKAyuriuxo\n",
       "Btl5PXKvgODu0nwlkBVQPXBaoHTlDlnEJrUxqvs/4BzoouOfpZ3QfpbrXCsKNU6Ti/+n+ph2/4HF\n",
       "lWg5x8D4pACfe8z4OYvrkxzoZOwDpe0dnHz0c9UGaiyG2GDN2f0NaRLfhAiBxUtyN4Bj06VGiDEr\n",
       "+qLXxu2jCfLLBjteoRZBhWONXg6+LqPZ/qVO4pSqVfFlVI/T1gAKxOfL25E6BkMSpvCUvHrwHc92\n",
       "sP4ccdHTmItwnyvu4agVviqQyHtx3Yg6fpNG6dZmoPpNdHGoVG/NwjQ9xT+1bIjdQ4XNdGkgYGrv\n",
       "aJF8c6Wpf4WSRLDdJmGQCWCiGTqziYvAC8i351deQn8GfNj5zgJa7Zst8aG9zrClumrMR8CaEo9T\n",
       "zgHSJpCdkh0iy2pKi3VaQUcLXe+WPmGV98iwY3mgBFEjIHICMhxgLFgDogVT1YAD1cO+il+T3H26\n",
       "eEhJ0TTjym/JesSft92Hid0GUwKAKovZHoqKSPxDaLbB/e2T50KU6uTaf8PmEGqWFs/7l82Ue4BQ\n",
       "EFGpnP8QubRDpzi1I8GB4WuIYsLPjz2oIIkR0XicdqMqJHkyxeA/ObTgjiwBewGe1T0fhdyYx0p0\n",
       "mIjnM85K51YOJ54WQE9BXsK9HwWo02ckm6ojn05OLsrtyMOjuO6uQKOe1qcAAZcJ7SGm0Z22wLyb\n",
       "69AP4rpJ3/PcC4RvF7lFypZvk1MZogmct8xhWWj5kNLfhSos+uhgRxHXuEJBd6uZNBCEPT36SCnt\n",
       "hRciFe0RzOikO9iDfj5sHdrO/jxdoQmJxejRXLRmIRX/BHdNzKLOfZlslnEhXrd/BbeEAsJQKeKS\n",
       "sAVwXtsCxeBgV8eBeF3FgYVZhSwpdvowfzplYgL7lpeV4h/WJh/JGhGP26xk5Xlq80nDhxSgeB/C\n",
       "AAW3MNyaF19MSNoMY85lwXAue6vr4XAUGTRi16au/I8rBnzUegCdx0MJkccDQO3s9/FcUwQQSQIK\n",
       "t6qQEEM1GhesIZ3DEGGB7+p3e4+qnLE5EV/eyauPZjW7UYndF1wNO8hiZjarDQJ6ArtnpP7Lf0cI\n",
       "+ItRG5OITb64JiGk9zb1ejrzlemBtgiJLQhDmhobqgF8mtgHsHqj7zu0ivSTjtS+oiQg8/d3/NoC\n",
       "QgF/daq1q/71ciHPYukoGgPc0jYGPEhYY9/SmebIvmhY3I4Om5iryC5AJvcZ1Zperi2Q5bA0OI5j\n",
       "wGgl7R5vmt9hm5AdxciLABS55aoVwLX6pUG1blu0+mGTq+UIWgwRTowTNI2KsxhOxX8XY4koaT5T\n",
       "2pmcgu78V+nOIqbvp2olCKwze8XVIgx41sp967X7800a5M8Ev38/qVZDF7oFZjX5EpaRgVNSP9EO\n",
       "y9lCAhnMbTzzNaOrmGYdFH6emzh3hdIXFe0ql0X+XNkFfghe+zkuPYQSA/xU/vlulVXyOE09a5AR\n",
       "p8fqNl2TprLHkDNBI4VOwBBJGNL9mkwkNEPlYR8FBwkdTynVhWx13dOb5s65v6kloH1cUXv3w5QQ\n",
       "fh5RK3TXWd+pcK24GGlpEegwp1jk2jhohi0SED7z8LCJ2yLY8VpgWe2sQ/TB0krSN5mnGWLGtXgk\n",
       "2L9OizWFgbXlbgC8YhBmYaVXjEDVukrOCv6/bOrMAlR/2+WWchryuBjyxwHH24E2pEDagehH8UPx\n",
       "xnGfeGT2Tr6qqMSwumzV/nV+Lc4je7bXXB23oQuUKjpGa2E6eWXN3CTUtKSBG/qTJoZdKeh5parR\n",
       "CTKyg1nVS2iqpmArT1jKrBVrQUD7Br3lZYy90KULkufB2lnsPAHiVUiJFk6EW4iM2h4rbsjjL8Cf\n",
       "QRwzGlRm/smahVGwrecse+r9X4uGrYszOt+WEjo14diy4iEN7jVgDk77cfcSk2FlvAjEEiA6wuaM\n",
       "zWV/ghZyf3wNdtwnhjEKDvOO5qh26xh0KRwJMVa5rG0f11gRIACRAxX6g5mc0AwXGHgcw3u8esqq\n",
       "fZLpZwlBgOH2/7TWUCtaqfDCXV+Q9dey6wlR6PtiKo31fn4fWqU5FBE7+iGivL3oThDf8cAttAcW\n",
       "7fW9IjSFRhFJCHDBw4ZHV2jKRGekWj3K226mrCB8g1xFD43UWrLz73wiFIj/f7BJklPDXreV6Z7h\n",
       "wq6ej4rCc39bnxffjFqER8tfROg1Fahsma44vmQ8kl+qh58salbO12A56147A+rvf91ryDZhLW/o\n",
       "Lrh9/15sNKD7ebBMr1bxvXiuK1dIWfUONH48Ma5sdrx2UoQAAIISC1drIRhPt7SWy7wuBUi3Z0TJ\n",
       "4iI4ykgwYKd8O54+ahCoMLm1Ocu2rGC5peM18b2aAdAYckVJiELipi3ZOmuIfnU6qtrJyDX3ByNr\n",
       "Hf7uz+kIb6Iy6O6CoAT8kNFx+v0t/RFfKv3lrnvK8+jiYVLQc/nTAS169ZBjPIoeRFsTZuxZOCvD\n",
       "wEh6ZhwWr5jD7CsHRwgaD02PmPCMaOGR0bVyGv87Bgkw0/ZO9C9dtM8KVVDcBaRoSEQ0yrmauLRx\n",
       "D+KMMlQlP28eYa2VpRFArZmRa3afVoZtRsF+O4QIaKeeVPUHdDYkoXRmmfFAJyxOfTYPBMJUKAJQ\n",
       "9gtxi6aBMniOpwW6lbK5hTXKBQuiSkfYosQLPH6UmUi7iiBIxMtxpX/mPww9Ww5PpjyPwmjiVFxX\n",
       "cX2KXUvg218kOQzLWTuPkx38gerfpfdgfibzgDJkK98gDqAXvw+ZNjUWaIMXsPL9lviCCn4BRu5N\n",
       "FR6lOS8RJeQ3UEltTPdLBqdh4r8+QA5TPI2Gjk9XHZnNmMPT60nQe7DQQaj8QiOkhb8z3HcVln2z\n",
       "JFIN98RSqUw+OIvIIpJ8ZaMioJ7ifmEtdw9tmSwgRfWc5xQJI1NbpvHT/t2DK/CrnGFpby2yHw9R\n",
       "mAXlpm2N8GRXaocu165k4bEAzVoulwY5kSYd6jnvBBSIvr+ja7YDLbmoIehqmRFzco21yc/aO6D0\n",
       "hRASiz94yNxiZbQdyR9nvHlqRTOtS0X2Ss86t+QRK9ZChgMbu6XQdSv6eMMCKHfD74yaachjAUcf\n",
       "uyG+QcVfQWLZHlIMqqDyxOk7GpK42sn2203OvFRFCDsoAAXL6P5URlD9eWmSuTvqEzc8I5GCAQQI\n",
       "HmxLc8ea6DbfOyNGf2NSXbQAUh3VBLLX63BACGaWQOUbyR/InnMbvfKxCmd3+onHxyxYJAW0b8KG\n",
       "LeZP0ejDSZvvC8z7DDZyvGTVjSP9picBK/yBWAh+INtSBgUJTPjBilcvrYwVUxI4v91BiqgTZCbL\n",
       "Jkhj08yR4WZ9ayK/mXPrQsxwUiZNe9gJjETZ2gf3YIUtdiBx18lVNkLpSFgW0YDWj7ag1ukAIO6f\n",
       "ed6rvCkXDyb1n5EleWXBCoOJ3T4DKwd0On0a6mqJTp+IJ+z/hkOS9qUT7L4d2rRjwZe4sn11xrrU\n",
       "n8F1gcyIhZcOitFKpOr5ljafeJOBhHvUO/mRH+tIvxpo+kiqk28KNe8/VJEBk+WYspbXuVngGmOU\n",
       "n+B+Eehq1vzdlParqZ2n4UBEsTt7Uk3PcFriOYOpkKfhYZlfDblyvYAmJu3NCgO9/ztgDmCXPke3\n",
       "faETbsgMkVVVPWHs2nvRYgym4b9Nl6zw6STSPMY/KQI9hFIbM61BHA31kAjhdMi14wUdUnhpBu4T\n",
       "sjMtErno2GKGwvhvrGB9tfth/K8shjL3V7xRDnCB3CTNb9Tpf5lLtR6wZMzrBLtK3PBKbq0HnUa7\n",
       "HE5wKiEQOiZWI/Mz1z08k0Zik5XgAAAK/GCQG7+xUz34AYxugACMFICh8u1cDnfkiN7r/zXfHEB0\n",
       "0vyP+bk+UB0CmyDCAc62vYbSBWM+3SCqVC2miUP5FlRbciz4apoTIbmGPia095mCb7AYXpOUqe8M\n",
       "QHVhur/uHSqn/cyoOdT77MaJYeU10GUYlALkb0LSvYLiRxga3JJVvV7F1t0YKoNfzcGR7Xqv4Saq\n",
       "jL6EMIhRnHXCUzbjrwcuawlL/AGLtxlyj7XhFG7QvLa+htEqMywXjaw4hy62p2+ZoXEQMaHK4a08\n",
       "XMKIkBf1s9T9A0wk1/rHUDRmhU6kuFzPO8S3uqiVPjPuNPLOQinRliqRJVybs2B29jecAVHAtXfu\n",
       "jYQ/n/9k43T/dAviTLFejUVOHVD4/UR1tNNmLYOHn4CTTt5LlbnXCerJyfISxQHGEI/aQ6unrM0v\n",
       "XxENb4FNGRWJSgcGAkMhBdqOx3I7lJULvaTTF8htZ4rKCqE0dBp9oOYs7QNgSYIQrSxVdwRptMnc\n",
       "k3yUG98IROEieUKOfoXo7UfELyYhDzzXuKrXOQPqOhp/2K5OimtMALd8HpTEo3mS+dFLOi0VWgnm\n",
       "5t+VZs9jHbnpg3kWQfJRs1LxdvlltNcnLCwTkwnVOvOpAXf8KlNsKWMXVWGoYGRVcTRn/0t/5soF\n",
       "QNGOwy9zv24VgkvEFQLn/hBjyzsb8ImbobndVEqHYmHdIVYNSgQ2uDhbeZTCa3HAnuz2AHxcMTpL\n",
       "nR4AjmjtegDPIhlACPiD7TskO4aTO2rZbalMMr9EqY2sBasiJ9chlz0GYF1qEbo5RcmW8T5ZuHVh\n",
       "L55X53ZBzL6H5hBhRSfcZlu2tbdpovAmuYhtRomfsykfdwVz8jo+Hbna8ua3duYTTWyBW4a2dBfC\n",
       "efMAUUSVQm0gZG529gGgjLXH2QgaXhrHyOAZucofwA72WQ1zGX2DX+daJ8sBm8h+BCEVaHBrLz51\n",
       "WxslkSgZk0MTT6/XNkvjn+ERY2ca+v1L9UZ5ZNBRu20DtNtpkfRD0xD7sBljUZjRZhoSwxm/bJfw\n",
       "JvGJfUWoLvKZPPDG3OoUwaintbTpdNc0tDeQ2vZk/BJXo+zyqGz3P9so/r4vTYjCoAR+f+qVl7Sc\n",
       "e0lZfA4gKl5eTJAAABbMv4BZdI5p5hP1PAioWAHc8NIKzcuGUdt3agWuFM/ewGAx4DOGG3mP5j9O\n",
       "bjm8yFdN4Iicmd8Sa9Cw9/j3FfXljxNKgVmh4nE1qkaR0CriUb6GaedXTHh2xiHJja4rBByA7/qc\n",
       "UgWLrknFJ/uxN0dbizTkSIX2nIFIK9+xQ+33KcuvyjRXwSGYSYrfe0jQSQV5JlQTLHUtXhxpDJ2d\n",
       "yBhJQ3Mp3ZlfnPRciwgPeYy/Y2CTdlFQF68VNlurk+DKNFJ2XLcuFqcmtafYow+tYxpXn2/L3Flb\n",
       "M2wHJJeTNMI/DtfezMj81ZlVERqh0kUWlEA/heuQhE19GCbdvv1nYZy8aXwQaVEBR3XR7xoiDyRU\n",
       "gtn0zn63ravY/CoZ/0c1fw2m+JVMN8KX5fwNmZrQ4QTyvOqP4cTjJE8Nk0p3KVmRlKhjSSpL6vVl\n",
       "o5+FwlASYTHsXYajOXKx0RJD5RdTUSXcqV1LS4F2CjnIWzzCQK3GIlMhfG+gMwBcaAAAAwAGDQAA\n",
       "A3ZBmiJsQj/94QA5povAUJqmuyAe/uo16JlFcl4oc3c2jMk0ZPnj2nHTRs/+rIon2a3vfPQD9OR2\n",
       "pKzGzrV/bacKLdiz9kMk2MmTt6AfzVrB3BXHBBDQbXwXAhtLIXqhwdAbpU4c3HlN2DwnL3Zba149\n",
       "bCJr+b5w2kR5LZvg7TPJaxAMGaVtEgIeJ4WHXZe3JNgDgFPnrNdLtS/3v/HG+q3JVERLlFKlXmzb\n",
       "92kl58Qar/HJBHoxKx6dXKBxJn9GT+ggxUKRdBEBbf8oQLWI4WRdUAE9InKWOG0H8NIabnEluzcv\n",
       "vzd1Z+RBlF9NbstV2L86Xbfpy2+hhKdIxa7mGDELqWIWB5twNR3gxPjH99lM/A45kIOqTXyzoWZO\n",
       "5e+xQUbm/9xyt/qS1ZuBR6wLTI83HfSM6bzgBrce2xTuWwbneHOBdt8L1YCda+5/jNEEFgpDJRnz\n",
       "TJIysXGTdJlfEVRog6Aggu9l65ct98Gvvol2b/2McYHq/ejvCOv21/r2ey12gnV29CjZkxbuebMf\n",
       "/jUERy41jvO05WDKByhGRYb/dZapZl+u55lN2c+nkQMmKxse2oleDFQ5r4mpInU2j5bv4lyvkoWT\n",
       "Ni5zzef/AsEDGI8GLz9Ag3U+9V7dwj1v9Rvqz7b4hSdd2pZlnEvoi2Ib7k7jhqRGMUg1Pk8oPhrx\n",
       "cpLlXRJJyAk1M0XnV2m+xmaUc/G3uwGMKffNbln/SX/Wiyj1GbtZ2Qh1m5A+wkfpRscrTzSbp2lZ\n",
       "mdrc5T3rnsLW5uSmqaIANjD5WHVKLT6K7qdqHPmQNCdHsM6bNq0+usqEjNEs1YZGeOIjhH39SicY\n",
       "QTqrrS9dNitJExW/oOvXvI05VrzQnTRNrNVdzpNaJSpw9n3NQo6PNuvIvMJXHwT4vbqvF9DPCiEE\n",
       "x/UOMhjKqpz5hlN2YudxXoLpv3sdVfw5HHBIQSyq1I+n+7/xseB3+DiQyGCivNfMHVHiNNAktAM0\n",
       "04cXTLVl7if2XR6yxi6KTBrT9xKPDtBtrB14vVobZSIb4QuueCwO0CcCtBuAtAaSj6M/EzioUV4c\n",
       "/GPwSwmRPuOr8ord3Mt4taM03+lgBpZSugXBGfDXqdtaYe6GWDLyjdduOMq4RoRpOnt02e7BYOsd\n",
       "YR09gBzZvDOyEUvlKv4hMmjR0tnf6gOGOyDajIbCFQZgAAAA5gGeQXkf/wGH+qiFwmkqFBXVafP3\n",
       "Rz1OjHLBQAIe3v3hov+ELzswK4h9f4pH+OtJR2C9Y+TxPb+d7GKMm24xqVsMHZNNFyL6+KW8z7tI\n",
       "CJt6MMJbVJBp80TIZGZTCMfR08zDr0QYUe5E3La5NVKLMQYdiqA6y3h5av+9j9ibLqtG3neqM/M2\n",
       "dIFNRgXqpq/6XlWVNtc8ljQldfNlW72k0mAYDlvsNXGY22E8q1Yhatqo9hema/Qag32HNhXZMq0/\n",
       "IHmjGFNYp35j+r+mvDSdddFzKUK5cTkUaHMwYBR6JDaFmcqBvAKLAAADW0GaRTwhkymEI//94QAK\n",
       "fQd8gEqiuFQn6yjvougy9Xo52Ra24lnKblrhGiN99CqZoSqxLfzWYooVsa0Xwbo2Z1QHMXDO9AAL\n",
       "hjUMWTOKdRNaz4y5oUNGlc6Gm06D8OrzYmKjnDoPUl88S9pla05U89ygLq9+nhmKRaZd9FM2ga1l\n",
       "oAQUSWPh95VEYfJVOm4dyk5oMVY5mFmDHj4OTIEnTk+h0HwS+yIrmv+qpdlUrI0Rzo8z/BUpsam/\n",
       "UtEqYcjG7vXMIk1PlkkYQ7J5MIsD0BlBk0/EcJ98FqL7EUlU+Ckd42bKpD3QNwsjjKW245QsdJrz\n",
       "RA+WgbWD63Mux0FQiMO42+Tr1eu5EwgE5GUpVDBJNGnpZ+9VZnEuz6neMH3bNf5fdWZUpV8TgXUQ\n",
       "DBAqgYw5JWdPSH3iMwKoLzZ+9OINEqUNKUgmBqFzzRB431/6jImKjmXf33xtsbQyKkuwKvCMO2Sf\n",
       "eePlRT43DYYaFonipd9EkrTTw5ribfLqmSg+CL0ecJEqEqRtpA7Cik5bUex2Jg3EHLAYQsggTo38\n",
       "mu5Vv7gEliVIR2zwXk9NchYaT/ozZjUqPZjS/b4XV+cwaGKRnDn55HBnwDu0HzLyeA7c9X7TpAVb\n",
       "cpZZnB/40DVTdWixYoEss/eubQJuWoIRB4AXou0bjEnN03+biPmk0Lb3RauoblEmVe4u6nYC053M\n",
       "rwF5bPB6E6rmyBS4Gs98KuN6XCgZT1YxBfMp3A8sq8g1z97SH9tzeVA+l++tRqJEBQYS7/tZu822\n",
       "DaTniXnb38apTtdZru5xnxTR+YNWbbftpocaxxNwl60I3r0GTg9UoGLeAzauhHRcqX8dA44s1i69\n",
       "Zx/g0rKjI/N0CK1/DKQmc2GC40MZxBZ0lDEvZR3fuI2ZxZQ9NKDq0Q129L01Mo0D858G0yyGPCbx\n",
       "C/GmlDyi2CswnxOHFk+XQAPZegFr7+3PuKVdte6/TAF2CYL42H27XU2JKj4JlueZm7F2KYz/RFS4\n",
       "fBk/kp+JQxCPY89wXRYZO0ovLDDP1CfWiTZzlRs5nwssRs+A9CNOcYVgkiO1zq4owqeZ8qWrseaO\n",
       "+a1tMg99ff/8LduaSjQQHsrTbzKhFxC8feH80vjeNljFL6KoKfSpDzGRWCO9aCwAAAFRQZ5jalPH\n",
       "/wAkmatXEC4eGG4Ib968zHGwNeYBk/pn5Ay74Z4o84+sb4hLwp/YghhXX3XydtA+bPpz/LUR5jyM\n",
       "M62n01LQw/3c2skZkwNcA9ClqMhwSqygVWDQbR5ruCzRnvgNpO7HN+uAkYriwdtPEV2XJlTWdsyq\n",
       "YUGHIDt5XXErbXweZhR7VdyOB46Mgb704HlDfa5u3m1hw5RecfOC1dM1ThaTdwVU4uBnfLkNe91y\n",
       "o5Y29ljOB6wiS835NuCzg/1WFb/CCniD8Z+xYVD4ezbp+Lv4mnE2nGlwizEtp1ce18pGCe2kEmQM\n",
       "OddshgFN3DJm7a6GjE1h1ETlDfcx3Qs1MkMqYsmCSAj/tLv7iJcOlUVsPvg4PUtaPym7WHdNqpy0\n",
       "b9m5QK/GziVvm2CkG64aklHJYs2ZF9JGC4VXsSeMLgft62TRGoZX5sdIbS0XEQAAAR8BnoRqR/8A\n",
       "JL8XucFpHvxn624pnqiRSotDTc+cJRF2nte4rKs4HwTzcn3xkuqcEwFDBqNKPdam7kPUY1ISPDSP\n",
       "l6QvdyzhYFjPdR/uaF3rGEvRGy7hDur5IQKOAEzOmjWmjUJDHXq8gehXmybs1sTkFsFSF884Chhb\n",
       "quRZtg5HdkghBC1RWSg4b1iMoUEwJCbrKFIQvR1RRD+PhfCnujjUc10O+d6hfg4lkZMAYENg++W0\n",
       "b2p/869rQiHSGzjUjdnAhNYZXy4iVfWP9h+7zQcmwXw8JsXA+sXuO1Hrz+o7/rys2qCwDv9pi5vx\n",
       "54BsIbSx2fU8vE0yrnsi1MgtjjvahBSAIcbNKC817LXC356xuoY8Gz2QKKnHbj9XbednwQAAA7ZB\n",
       "mohJqEFomUwI//yEABBRoe3lCvFD8UBWqmAE/Byg35zT8y7YRdTASx+mee4FY9tbvXpHLxcWhapS\n",
       "NHbMeBp66jQwPQKwcW6JENLkC4b5QxYPwODjij6nT5obJeVEjc1HEFLbb8v1qZKA4ZHbq6WFU03V\n",
       "R8QHKUWjKK9NTE5/879vj3PQZC2/hNedu+U03TKHX9PWV9dEJ23vxTxNGMe+2al6Luap8PUv5PbB\n",
       "VoAHsM2k3b8H26+6Bkd3glfMit2CEcZlCkd3nCJxbwc0DgNYRXLA1tf29i8u39gEFC90K35MWoHm\n",
       "e9HbuuVXCQcR//3H6JAPnmWlZGxGaH6/L7PXABrYhCisxuGg1sJV803X8RrBrzVDgtN5Nm18coVB\n",
       "EiAKdZkQecB34eWXyPeDo80zxS+nxo6p3PfQmt9ONfrycR4vNlikwyNHODB51Cb1+qW//dwHuV5w\n",
       "VMiTEQPtu/ilRk5bLBd4N6xYHG9Z8J20EHYg/LL176qiBoAX6xzpecAFW0qJasM0C2rbzQvI/zib\n",
       "wroI7VbTuBPVOtijY7mj2uiCmsW1nbMaGUfmapsOsWE4mBlJZPJkntvZXSbSHI+sWaROgwT6wyiO\n",
       "nr5t7Ud8d9JF0dPlL8M6BEUx4u6WcT0+xVpVDZojvmuseYKsekUJ/4F03XdKhdC0o0G2kKb+1Wxd\n",
       "Fq6vO0CH1fyuXLerPU4IVnXsHUSobKKxf3O03IRwRUAckfP/x+j/BWvhAvkU8G4khBIDSEfokBxm\n",
       "5DKWC5wKCnG960ChBR3nJcd3OkzWbzEuwL2XCYaiqgnE/rUJmonZcyFoKZMTntbxF7CeTV1YlQOA\n",
       "DznZhn+b0QVWoHLN//gSbk220rP/J0VjR3ubaSQ8pbm7lSAHHbeVNAFYygul7Uz+5fTACEu72fpe\n",
       "mDd3+UH302Tz35aOsAob1GjBFKqNEEhaKkOncuyYj4lyjvpVPETfC6uI41aQQg+E8T04m7BQLlN6\n",
       "+aW9x1wKvdM7S5cF0wKDM2Obu6tSQXpIvYWaP7c60wXnsy3xCezcOKMNgNfYSCQoTAEpura88/w/\n",
       "nMDmmeC06gsC7tNZy8f+RomKjO4o9Pkw4CEId/NnxBGAgMEMHk8nrnO7wJEAOrwqNVuPREXvCCuX\n",
       "4wET7+7I2qqs55+XhFIAUwZTJn886wYSt3JjVnPOM4uw7GbZDjRwA8PDFy1Vm4i4na7gKeJPl6Dj\n",
       "a1otYqNOrXCfNZIvLxA1SPC6jMQJXcHP6FAE7DPWTcM/qG5XrwAAAfNBnqZFESx/ACSuMtwR/ErC\n",
       "68040fuBdCcZyFEMVv7m9U3d3vHlQuf2LCpI6QryAAECoe3jOH5BqU4sTfB9TVebpwnamcpI0l1c\n",
       "osl2gKUNy0/+3UlmHOgrpVDNBlXAjxKpJO0IW3C01qLa/MwD8gX++dAzepWzzpSkY2w0IxLpc6VJ\n",
       "xBfhN+kyulRpfcf1h4xNTQcKNaLNhXSX1a7mulgeY+dSUSzzuyieCC9vZrMZBCVl4z14P1SO6EIW\n",
       "gUEMwChGuLArUQ54ya//YAWVL/5oS398tv03uNXemZ1nrrFvk6bNCyLwBAk6cPFnoyD2BDCLf3f3\n",
       "1o/GzZq2vbDaiYI45/S4reX+Z+9fHrGM/R8iRHIpLVuV4GolddhrI5Y6dw/rKXZgxVR3zUZbMjYY\n",
       "DX/AnK4xMD6SWj9QpOUlb3MXGaBSHsmBN8rZOmNy/IDZUkntEbfGcb9P1dmem5JQBO+yZ2RpcLo/\n",
       "EOl1t9+sfmVXfj4XReVoei3HshQ/ZD+KEEDnnePP47hyMjMkx3FRdTjESiOklSd0feF4PrIBVJ/M\n",
       "GFnQXOpHLMrwU5Yz3cXTvX7GIC3S0QSXynSfCKxgKJ9KxOShDnasK2uiHa8TKZYV8bSAJBWwoPcG\n",
       "xod4ojJU2X5nU2HxS8TqvaFTHArEIeRfeIeBAAABvAGex2pH/wAksiMsBNHJ5C4c4OYMCc4fCw1X\n",
       "wPUaGgA/YOQ2QzZGuv25U48nEg9Irx+usa5w4fGUEyHwusLiWI2pRrCj8Vh6CX5UgNrSr+np9QKP\n",
       "PehBlNY2/L4RtcWrMgYGGRhpC3fys4fL7rdkhZX25Qm5Sj/DGGzGk5WN0XzE95I83ntd8/IXNA5f\n",
       "Q6Mg5huWfbLwCthl8mcs5JKdQBumn6dQpbHobUldFOYbNb8hjmo8Rj6nkPgIjqL4l708Iz6OEngX\n",
       "GROHgya+mv+HLV6UbjuFgEvHHVucd0ho2bgh86ZbkM2aSZZvcKpBuIWw4eg7fKJ9FVzn272xXUu+\n",
       "nWYMBJiwWZIRZGCP7o37XDgQ5mSde0QXgLHPj+umZogJmD1yqP9vh1rQ0U2Qdq6527FqUyF1NGuW\n",
       "hAT9tek4elYZlkH8nzpMBfNVl56HZM3OmMaH+zBsoWkaihGpLSXyOhrI87TinaErnpOGzW3zsb/Q\n",
       "DMF13OWXG+16BojMWY6E+cjqQNaOVBFG79qET43Cy3hfTWQh2fYlWwv6w1NnHsA7r2SZRD1uJC2I\n",
       "qdfLNKrtUGZ7cphWUhDE3eprKAAAA7VBmspJqEFsmUwUTCP//eEABDN4Yyw63VSQD+PAANAOYteF\n",
       "DN5BZFvBU9Al04Yw6BPIZFHVvHx39LRPHh9prCJT3jje1NcopHq7sXLJhmvQoI8Oe/TV9Q9wJghQ\n",
       "fw/rlTPTsg9bxN4dE9XPXztgVcsynnVcNZdF0w3QfX+kieBUlrvuFCyZyOPVDPWB9CkLPU1R1lwk\n",
       "kABRRXl7TGTCO+tHlz9PpSwZjCdUN2cLxCHDa6anRycoQD8GLQLElh5iY1fDRgUrb10FVJn4SIrW\n",
       "EhLY4zHcRrE1juzsssPx0CpAmFXgn4QHGha3e4RdQw/gTRdV4xNCxIgeywNPxqrextk2fTFWEqOK\n",
       "VfY1AjK2M7HbENYYW2+7U8KdVHaBKDtxqCRyMYedt48BRNoI9b64sh4PBVbggoDi9iJlrfeVv/wz\n",
       "OlN7wzJCBEkhfHAlp6HR9n/dh7Y6EQkL6a0h0QcEXLblyGKI2eGRXhg2pss7WyWCV+Wml8ZzwiJf\n",
       "9OnawgZBK+jm/HRrWuK9gODvtK6IbmB6CtjhwZBOlrIJsVI+EWr+DoKz2/i8K7PHLk0adHFO19Ew\n",
       "ZNuaXbqUvIxdmfC7s/CRJNdeXezn2KyWVbRR10VmauJ4juBoEMfvAU3ALf7yra8HtUhJs1IgPG5V\n",
       "h799f4HQD5wfFjt+t762qyaZ/KUKr1P7nHZqIK8ZwxklLNw/Md/0/1v6+l0Pz64PZyk3EqUhxy5d\n",
       "O1oNST9pOZ/aeYNGT6EKRjUTJp1p0vzs1/9sdUVLoo2gkCJ5TeJhXAVgN2C4vO+9znhuRoKtNjXv\n",
       "bPyV2jrtQ4Q2srVN8TXXdrvURr18OiI4TZah6h+9Hf44Gg6ux+fAL4dru19YdeANmeR6K8xK5FqK\n",
       "g9fTeSe8Io0Y40Wm74kEYPFScO/KkkRtGGM6CrFvdjJoBYxMhhzInBWrAfkbOfHt/9f2agFv22ll\n",
       "OGGqtQCMRkycGz/fC4LELQKwtETL3EQmDmy58mm2pplyoQSt/XcG+cb0UrsbMkfjv22FCgkkveIn\n",
       "mcihYtgxkIgLC4/f6ksunbEynWiBIYpxPR1ygr7gXc/qQcb3vx1Seup2ePN0Y1BJwdCMbmEXXItr\n",
       "TOm8/Jp5ME87fiDuToEhtayHysE/wsdOXQm6GMJ4KKcOkTqzWbh1Fc9OZE8IoYDnxTgempglr5VR\n",
       "5BTXiMKJsBYue87JfEAzcaY53IoinJsx/O0BZaBGiQqtGeXwPdp3DSVlg3YdWh8TPY5Nsxx3Quxz\n",
       "hWAgAAABTgGe6WpH/wAksiMryS7VBhoJ73m6z+KFNaEoVvav+QbEX5NGaZrfxT1rUU93GMh4X+LH\n",
       "HqoGhABv45ZryB4gZ3BXDQryMgA9BbFWW6i1OPYv/Ezhm4ASfIdYwWhYU2wUyntsrWK3Yb51oA03\n",
       "XmuSYuepAUsqcoyPKD79/7ntQq6uKF4suzrS176Tcop0aZPXUc1C+CsmCm9CG8+VBlIXySnuOrfL\n",
       "I5VrY3bm10s+7b4fCLqD35vHJ4w59AQRjWHChGTqQj2xmE1KNElyPyqBrEZNcY3HI7FsrVgDbB/l\n",
       "m+P+QBzM7WYtrh3zeE/NX4GwVMbeylo+si5CKzjc9OFmDqOqvubMl35BF7t/PwPkj4xvIQ4fykwR\n",
       "xtTalEij8Cb9xaenvEcsojhNTduh8Bn2gCYxAqMC5BzPZ4ekQ4/2BFUnlZMrXLIPMzJ4PR5LabkA\n",
       "AARdQZruSeEKUmUwIT/98QACsPfmdYssGAuEERATLuOd6BfPLfmHKIphMd5FpfQsMBjkJV/GnHk6\n",
       "xp6nX8d90RUj9FjNYoK2+xY4JT8XeqLJUg89UbfLfYjrJYTA3E1vayvnwQckCBybnchbNyOc/14T\n",
       "hpNwz64M5/X8iJYVYez9o6ZJbeD0wzK5zufBKvkMv/JTVA5c4HqdmvnhfgAYB42J1xistb1u4Z2T\n",
       "vARcshTVzLzoRi7dNKkM/NMvWvxyTIl2o0Aa58QsVwgFrkcqJAISrTS7hhX+Quh5NMaS7QATXHF8\n",
       "36zRhWfbEGHPkOXnJK/YRnrfWeI7PJRChrVcOLMT4ncM12awYoabjD6T7WwqChjpvesN+IFB08d6\n",
       "nYjCGxIjyqR8gvAiAP1x+AB+uLZKggiy5nLnL7b38QFq4oeVhdg/lIzjCDQQlgsFPyPWfdb/WM95\n",
       "rK0mQLYZ6P4Myg0jijFhxQzEpmuoy+RWjW0cHc1NlLlCkGAWPWymWpP/8+ln/62WDbS2DeVkit5u\n",
       "GCvNeWypdJrX5XK2CRPTsYRijMysxOZPwpIDEwubNWCXjn8xeN+Lu6EBH/wGz7aB7znQJ+25s6LN\n",
       "XjLWzPPiNYgJHRc+d6uVmIu1oYy7W2FyQTJiq2onqD8xLKirvuCQ74FjK7K2wTIj6eYcbx1NWbiU\n",
       "1zPFOSXUWh80Wap8vafpFMTFDGhKtpXEDOTTXZPMEcFF4x7hAAO8OAJ5gQZzwf/YwPP1U6ysu3ki\n",
       "EFJ3NUjM+JlA2dMFVpi78tts4/T/HMUwe4EmgAwYIT0HuWGxvBR8gKHL3b0GdQBl7gBe1GyiHX82\n",
       "YxbM29IB9JWoeEaxcpezLiWrPUvQaomoriJ5h7hQquXykMYSgLZNNNa7eN2vEa7MkSg1tBPriRW5\n",
       "V1bKm4x+wEGELV2XhIjnLkdTmSPXeEFLMFhl3LyJrmRLYOqWhYsTJs6yJHXmGzHSPWEzcE5kbiAl\n",
       "rui5k+FSXa2K7XmSY8ia8FUFbh9Z61BF/SCgF9xso9Z2Rv/Fp0ObdKfTFdpUPLGX/gQy152YUlNW\n",
       "fmTnEuboW2WW+LPV8WKAJtUYgV9E70tDsxX0zR9XiNQL4Ata38+EJ9vW43bNhntKEOrWxAzp2NJi\n",
       "60lDM5KEuJZs3kC2LE3XwNYm6Z08raLM6O+D9U9bCNULqqtYNmIbXmXzqE41lS8US6tAOyeTwbsD\n",
       "zCHFexNDnsLrxvESeqm/wlh2+vrvegEBu+XDK340l8BMDb4v7umKoYAbqt4qN1MNV0gswRH3bTM0\n",
       "pG/Ttr9uguIvc22WWAnXBlC6U2Di4KwRQbkSGlkBcrmXyW2Q8PDgfOtb7ygfh+dhy00MP5FPuV3Y\n",
       "oKZZnfag3JybfxaKdcPW/T37j1YuvfturH8ojNV+SVqtXGSt2OXiuKTtXOS19+5XoAhqD93O+tns\n",
       "ZmkLC0yCuEY8PwEcnO8J/dvgHViEpB8gy0JpX9sGQPS1U6OwNgAAAcNBnwxFNEwj/wAXQyx81VHW\n",
       "rlCOPFLiAPO4slfLaSAXMljxFXjOVSwnRF9nvXc6b7BpPLRtpEgBAkNqFkiqeiJcGiuN54Q6XQ7X\n",
       "YmLzh6k78pSLuN7B32W2rqkVWeEQ0Rp5p2jx49KGi4rVam8fovAzA02befGK8dqz3GCGEjkjR8By\n",
       "fboWtZkLmQfE20tRnrfMjOZSP4WOoBuT2g4Qut6NN7Y5kMCv/xUQNtTQVRLUYd61W0GYc706Odrh\n",
       "ffvGYn8Chxt/Whb9EpBb0+zpWOWXbjmYuXnO40NLFNOLXhIMk3EyfPUkQcw0vj4rroakexApompI\n",
       "J2zDsyDjHJHgrWJruUVCr0sjrl+yMZC917mHyqAdyE8lA4jaEc9FFkJFlOG0FsuwiXOv+OC62cHP\n",
       "yN3avH1d+Skglt8kVczv202tTZsuohMCp0eDBDAb2N/bvPJxoDhTsj1INy9Cco6riZZ99EAojMZK\n",
       "XJM0IULY/K8XUhqjED3jnUELRMqOw299hOC+8UIhKmn2MT4I9ch26dPR6Ltb/hYhN7PkpWHIkcgY\n",
       "lrYO/pBW+3JKElrwwRzR3m8G9RiPNk9YrwHOmgm0l+fl9FndAAABIAGfK3RH/wAkrDVJTS8TONql\n",
       "iZo85DMwcKmfS8Azu/UwhEQcfT2UO3UCBXmhBuO2xzVXmEvwAThn4CfDS0FNQap+Trcja/oshbzX\n",
       "rcDhqxZb53yOoaIq/zUQdojymE3fa2jC25p1ASWEx7jtfknxquo5xNvqirOIAntgD3j2GGvUrTL8\n",
       "GkBZpH/XpQ/FeH3j0LiU12uf7c2b/p8vYS7DQ4cVRwvymMJjHcLTiJk4ycxoxaYArBuovVP3Lcv6\n",
       "pYMiYTNK1l68ofq/w2k5FY7FEiux+7AgeR028MSuDDVddfLQDJURrg0m94Q0xwTZJPEv+y+agPwg\n",
       "UknpKBLf+KPPod1+9J03OyeYwf+xuwrqQ2bAvbTuHg4SWNgF9c7l5o0GVQAAAasBny1qR/8AJL8X\n",
       "ucGYKz43xbACLi6RLUz3UeAFlnBpbY8qo3F2r1h39HrqzcWh+7e8dqXudjLwpq/Ml9ACZM/LvQB5\n",
       "3YCX6HrSQWMF1ZrcmdOXpfV/ccKVvE1kxUGCfmd5XGAxvk9rAUcEffM6x5MrSyv5M56eiLt82bta\n",
       "qosgYZFbaDHVd1LSqtBOFUvNaUSvOBDI+Nkjl5xiMw0PGeEy6JYa0XiY2PxDnxBXytlvQYx+13OZ\n",
       "xi+zT1vPW3lATCIDIOlOeg6+aDtDeC1yb7cE/V8dfL5lfcpbO8e/JUu0LWga7juwb9yT0ncE8vll\n",
       "e4xRqVgSA1xzl8B/3Gf2ZSvUnfUCEu7eRpK6TeKbiGi17CopT8y9uGCJzrV7PQgV6jatFOMprSnb\n",
       "o6CBWTY6zRSjBUEpxqTiPBA/1ZudWn+x2bt6dt9/thFGAlvkuVraSeV8hUQHKXfbS4vwocIPpeKF\n",
       "TTkGGyPyBylJTPPonsVnlhylBeP+VrsDIGNP0CnOLzZo6mLCzpD3kzkFg/5Xp6SVYO1os3rPQXV4\n",
       "LOKyeSW708A04dXtkgNyvwRNAAAGhkGbMUmoQWiZTAj//IQAEMvE1EAZo/9RfGjzxPTJFJv1iAIG\n",
       "SuEeGepJWuevPuBxBrlCAT9ZJkHInmOlveobSxjlcaB0Mm/15Cuqoix1WPo8Faikd3L80P7qhJrN\n",
       "80tngCbfWwT2HZynQutH4cq0lj5fxYEdHWWNXC9FWV7epdlOv8pgVe210U5DV0uRDf2mTphyJkjD\n",
       "KgAd61VuOUsYSDjtS3YJq7GujUeUC9thcsOBUk852bXfzTkAd9s90oGRrifvzdA93ZWPwPod2Tkt\n",
       "4Zm+A25QDxVaz3WP9EIR2i7gRjyYqAyVfQYKGXzmkiMbt1XEy4qIgDmFKoaGpgrjJlwcMdm/hV3I\n",
       "jGNkVthnA3jy8ISqWfYCEyJmUCrfVMRowZjN1cEAjKGSVao1QJQwTMeygbUFmapNhPI74KBbVXBk\n",
       "XIchGMaiGa9sHjCBR+O7+0qACb0yk+97RDS4zqNLSK6GG/QMmvPE4ODsKnBlnneFn+Ao1bct9xj8\n",
       "W6plTwOX3l+L/tKCfc82ZuIJryaNd4O7TwRDIwU2j1o+Ym/FOTEw/hNJfZAgFUp2BLqBZJkfPoJV\n",
       "cFXuj6Is1FonUe3vSX90n/7f4gpWxl+71oQ1Wr+2RZjVa9g8IsDkF//iVjUY8jEbqeSybF+epsLE\n",
       "QQ9u2YHXgbQ6E2mWc6wjf84NfxTYS8kamh2bqFIq5SdgDfKaJuwvHXqwJx6Htfzsr//FjKbj7kmN\n",
       "rp5lRHZRQJLtXsWrWTzqDGD3PHd3ks7G1aR2P1om4wSuLY7ZA5NWXMmwXUCAgmT2LMiT6Ud9zNpn\n",
       "fS7FvZnxiAd83en0EuQ6wqil/KwQMXw9EVMji6t6GXdGUhItTePRbYIQhDqfRbTlKEl8VYEcFhzS\n",
       "m5Ly3PXdRa8BteZLwTw7J1gSoBhPMwmmjg8juwznjvFdQUFQd3uMv+/vazANizBN3r7Ugd5mw29A\n",
       "ocXqg1SNL8Doy4hLAxj9TU2gufzX3T7+fFwvvnEvXjIhlGxOBJVegzdXLki5WsvNJ+dPdzvMaDsH\n",
       "7cgJruMmblAIdEkmhSD4wfwbvmbIffruJz2ZgUSwzmmn9reZZmqbYA8PUUM4QguW7LNbsGVKCxmG\n",
       "7aUhGtAb3QY0JZNKeAjtZ1BUplnAZFOUL4Ui5kb4LtboZplNnsX+K3GUPaY86MfQRg1kOHNBxasi\n",
       "bZHEZhlYTwbfH8VcgSJ2mtRpgvDDlCbCIWYzbcFHOkh32LRaq6XIWIkuZLpZYtGU9E2zhh1k5ltL\n",
       "P5BMRroe/fCZNgQC82e4eKBdHqnFYCtLBO+bNXkSNZSr5HtodyRwZu6P0ypCXTJvB/1Kd13vttG6\n",
       "/x4th6wLSDqyO9HKSbxfq0rtcWAy8CuSvA1VsQkieQ/ae+vyaLSVwQEULIiqMvwcy+vrS9HnlyhZ\n",
       "l2wVouTDQz9mXnHCmUwbG0QCTALSWI4XnN3ocDpEhUTOPXh1pzlSZHGIMaMQumgQelI5x7JVk1zn\n",
       "LoX8TeQlmYlCKD5EhzhPJgyUIWUqs8aN+ncsS5m1v5Tel/8N4Jq5Q9bkjoiMgmr8NoEEI0zQaU6P\n",
       "a7eIZyPDvchopDn3ai0lhqGtjD7Vjw8gFcV5TuPRK2QIIYstn7ImEWq2MX/m8Q8tgyslBWDHSR+a\n",
       "5cc9BqnGRT8xgHtpJgNUZjfYZedLxvGVaL+6Wh/G7B5/K3/Rppi/6yCRSYtlBopPqYBgGL0tDW9t\n",
       "mDfYwB858HP4G8Lc8U0qZQYalFsZsKzmej+3nicOs+fjsiCo7VqX3dNdGN6+TkCZeom6X7WmuXXa\n",
       "3ii3qQ/HGBjCSlSH0L/ZxdCe7FWsLDB0VhiQgme1UjYL8SAAIXQ5ixXlhKvkE2OHg8CKeRsTRNa8\n",
       "z9JmqgrLwVufE1FzKLJgwF/w5fhFYrVU3XaRD7LpMIvw5LDC5xI3LdX87pT6NPgcteQWtX5uCgZN\n",
       "cpEqs9YTuqyxicjz+GGoyZ7S18CAvwt2fZrJJH6BalFWKm8M7xldqSl5UIhZe2VfnzH4D/VxO/Al\n",
       "JRs7K/lglMY6FSl0OxAcvWXlQQp03qRz/L96x3iht0azaW6RGB1/wcF5pUVof1O9Rxp/hcJ2QseX\n",
       "ZGRFpEsVwZG4AdI65Vi6z7Htpb+FYmkTnDgNCZ/9/bwtO8qEVUkQ7dxVb+WenAKuBYKQfgJeCAWD\n",
       "axc6Q/t5kvkmlteg8LvgshqbzbSdN2dFTqC9thlDb0h8Rj2GM/wfAAABP0GfT0URLH8AJb8EBvbx\n",
       "s7L3hPyXUd9Qu9AevMzd+/heklp4ABcWJfBpGupIcUwt2XeUaQMeKK3NpkdDD8032XgzI0o0Mo4b\n",
       "3DRnlJdDstLeNIhHtskClgTR402ppPFUbHUxqo6WjjXJCYVjUnYjzmTlhkh/1JTxYB+pj1rZIYne\n",
       "m8UmERoyz7/t3OueeQ9sZGRvIcyUEL0mdP3959H8d1ZfmUMRcK+GKVjlGDtmr86T88LYiNfGY6RZ\n",
       "1wfFdg9AddDyN0BSa7FfpRINpkw6c/YkZ+kjWgjHTXfIkTnNI7oB9its+eeX0OuF46uOzm+WKZr4\n",
       "J4RFul2heVC5AnXWBjwTn4klXWMmMkIvCLJlO9pWySWCGFKSCnXr6D+sQeYZPodiRnC0RriZKVC+\n",
       "c9c+9XlDHldsb0rhQilPrwiexYAAAAIcAZ9wakf/ACWZrY14pKFxftl0/HTzULapLE7XnM9kQr1g\n",
       "CoZV+USjRJj4Lx0G6VRyioGn3eoc8fXze2hWEJunQiO3fTD0ynAAunIVuhiJ9MPweBEOsCcsLvcp\n",
       "dG0L+5L6fMR7oVLVWStwKScpE0pJcQ371//YhTshzGcraNHdG/++14njxb0RaNCCdIaFhoBRMc5O\n",
       "4vRMhdnMiSOQLQPDm2Z4Y2TyT3oAVjT49q7te9ExXEJdI4f8fpdzRWkdf7Bgro/158p3Csn4yNjB\n",
       "WUel/tiGZtVICiWfyTIH6V/BS7SRLyx6XjjWZoAmy81iYeAZ//HVPVoii/rIptYrAsTUFIKa5Ofi\n",
       "lBuoOxnckVUB0SdFom5qYn/aYd60to+w1TwHK7e92YBTFi7M5yTUHYnsVVedM7kB9A65CePzaAGd\n",
       "mn0FTzzB+xysBL5XundWJ4bq4HkjkLdoh1kszGyefw9ZXQDItGZaETa2D5hJkHLBmPPDOsgcTtDW\n",
       "qg5wPAMeIOgZ75LIlXGM31Y/tcbFekmF1cAJP5/0Xk/mQBAMZYJKscmE8ltDWsqmemntYG0HenCt\n",
       "JSUZJ5vkk1Z+LwZcNsWgj8Jp7QrU7T/BSwkIdXZy1VGZpEVpjwVZOR7ElgwbQJlnDeGN4ivekLi+\n",
       "ao/YMyCr7tFKNLQWYyrqSzqCFX+lKZKqjhkr7JTvANAEyaglsXEVE7D/KEg9jaafroO6AAAEPEGb\n",
       "dEmoQWyZTAj//IQAENt6ZIkAlfv7VoP2+rj+E0PqRK9oKr8Pg41Lmlb5R776059c7dl3A+vBsk1g\n",
       "OuzX4sNjJUeK20il8ekKb/OPM7UrICGQl7fN/EhwWnLr/h9SDTDiwlpOXyNreK4/ZeNunnFmj5Hu\n",
       "B/xfQ1VqZmlzAP1gw2k+N86CByrcYiiSa6bGmbjKoPpFEugviqTFD2PekpvvcziPZ1xTCUu8MYEa\n",
       "gVhYE8fshEz5me9l8ozLPwBqL7V8N0nC0Oa7MC8f3GYBTo7nIdhwqV8/OTSBMDFgjcZzza3IKscq\n",
       "XJQHGSTCSlhCwMX6sbaxxG1yDwZvHaVt3XzxGndk56X2F0v/KXQ8K0TYZNtVJ213NKiSJCLJotPV\n",
       "se448F86PE99V9idqE7kX//4OzPAcEV8hzxuQRyd1INF5rbOFUoUdYj7nwnTPKijWrNxfUjlEfdx\n",
       "BG/8maCCHb0Bgl2RLTFbwjNk788/XSNrx6KuysjmRzLgr5/aFJTRGJ/+Padt30qDTG2R8LI/OMj8\n",
       "j+VSkCn7+4yxpQBcwv9TfsiB7ztrdU3wz+T07M1MldomEzQlMi5Pn7mH6tMhIrUI4YrPo7vk6UDD\n",
       "9deZQvPjBel2XU0sAhJ640j30ads1Usv9BJyUX6QrgpU2s5f60d12xKNDcX/td5RbtlvOE1Jj/LA\n",
       "Q2IHtgdXLSaWiBj9VjuF9TklU1Ijpc7S9L0YdV2Jfy5R71KfjHr0dQueAkL5GUxO7xQrB5EfvqT9\n",
       "KWFxAdNLL93FD8kGjHhyaldChnpBXtgavLCSefvq0ygdTLDoStz6zHpSYx3Upn0CNEiMKpKcrvOs\n",
       "mufZTofe8IxKsm7dKK+Hh5c4nG1fwV21FF2ke/g5uJv2iQ0SWtQ0FQXDJAtOkz4pztwzB5zJlylL\n",
       "0+oesRHeeC0F0ASqML6EWVR/qlxTnG1Yz90HwNFrft9nVmetTpjCEiISFa1MZXcaV3s43hviVQYt\n",
       "MYzmJI/zWi6hK6exrSPPMWb0/k/uhmnKHKqMQPRwO8Ot8Ifs89NUg1q+fXR/ex6hmpHgrjLDQaHj\n",
       "/5LXNw3x12wHByJvQBlM3p5V71/oSj5pZJH/KxquB3s7hp5U/Hi5pu8YtwIbQohwykoPU0WsgiTg\n",
       "8JLm6VpYeIyZWHQEDxnxiRCz2QW9vXdfty5xhX1EOaYXQNNkKYQt0mcuDHsI2WipJTUJ+lR0mwdH\n",
       "//UQRxJIt4bkFdWoIrAS/sHHTaqXhtdUmOeDdsCE9WH7UDVXW1iAx6rgsToHKiZIacm30m0yS9+Z\n",
       "VU4UWDjar+cJCHQMLdptl2zMDlHX+yoRYE/AxA/UKRx114sUDbN2dav7HBc57CcCYUdLwNEKvRlB\n",
       "NxJGc8SLc+J5k1aJWa4WDVFdQQ4SOJN7XvgZpI6sSOB2q3omPrSPN7JrvaOdQYiXLCM+njXEUEEA\n",
       "AAIPQZ+SRRUsfwAlkpz4EQfrzRCjnePT81TJJczSe2gG40kQsaLeyMCF313eJlNqBq7rvRs34JIf\n",
       "XKx+kDNWqVFjsqiyax9uFilcEfqm4ANmeich42elnWf/7+NU27nvkNwsHQAOTjzPRlY0swyXsnGd\n",
       "k+pk2H3V8T4j6MeZ7ejnZNKDrKtxEqGwOrVQedYetrWPQv7X1qj0a/TE3Va6prGaK9oMfkCCA9rz\n",
       "EpP96nCW41gwze4MWoOs7xoNIxQvb5mSO4y+azuUog1pkUJJ9c/XDGqEtuq+4rJYcu43ktlZbncV\n",
       "iCo8YcBwaGeNJGo2+/oiNsQXPrvBj0xgssecVhQ6a0V+A3rOsRbgWRm/I3i9ZauoD+gjkKAM87pa\n",
       "7jB4VnXMXVE1WxlpqjQdpe2m0R1IW2edw3Gx83VYndcAsjUSxs4//hYzXFIqUxEa1zf1ObDKU9BY\n",
       "ihTQJz1uE+ie3kEE1I7jcBrBZnvvmY4BYnDDpeECJI8Ko4AGcEMFST9o/a+8URxqrpzCB4Qgt73b\n",
       "N9laboPqJ+VbLqRhZ2Y9Rzi6W8DUoCyIcZ7B41i4H9A+6laMnAv9ExJ7hPaq2f65LyoJLT8Y3tap\n",
       "Uh+K6WVeXo0uYGVzpQmiTnqCYxcKMKC8KF+njdLnGvTN8NK1cADN2kU8NscE2j9OIUcwWniEZ/t4\n",
       "t9/i1EXhDzW5fLlSxfsZSrgAAAGLAZ+zakf/ACWSotAe2eD++8hOyMEWgKFOsgygiIrAPOc5uaFA\n",
       "AxZSn1JVXeaNvkapVaisXuq178AAg5Nuz3XKipzzZuNNMypC+iWM53YWox+vIWEl5ExdyDGSUScm\n",
       "e9s64pt1AKwfY2H/n7xtA3yo40De2icqMRTgCFRep9uOOlvxryfG+MKFm4XOSqbh3rXrhSfGydqv\n",
       "vXUUWNTnOP8ZeLYPD6CtbjHSrwtAwJXaCUJN4YD+l+xAW6T+ODb+Qb7ObmGG1li+4TGCY/dwTpbk\n",
       "zzelZNlvx8KpKtl1mXie8/CHZLshUYB/Yy2c781TuwvKBu9mQ3/Fq6Zqt4lHPdjnrAMwZ/6Hy094\n",
       "lMFh+fVxd/6bgp+DOGVhaziMhzsY/RKCOlRyvVQ59DIpCkRFy2/jptXYXhKAXOUE1zLkn7eJgvj+\n",
       "Z3Ka7Y3UY1sh8oSTfyQm76PZpIMzdjVxa0MTX0W/4/e1sDIqPGqQ92GFF5+gVdWy1kMxsG4zwxMl\n",
       "L1WsYBahdMqzXkdLERI3UXAAAAShQZu2SahBbJlMFEwj//3hAARTeSHICKUH+pdbge84DU2k0kVy\n",
       "rZhRyzhDXjEvwzuYTQYATAN33M5jqGncRrBPNyr0MZWgyQM6DyKOtbqxX22hW2aiagJzlmgE+sZY\n",
       "YVXNmOvlM+UQ3f2Q3u3//Qpnp3sM9mSKVhl++pGTiarzBNXVD8MZd/oeuEvVBUjX9pv5UrrVqRLA\n",
       "RaBZ8vgwA5dn+Ybct9SUmABugrdUCaHZIUgajMlw1TxMsZre6y0kaBZwAKLOEWUC7xSmfAJOTuhL\n",
       "6XcCccLMNmaWcegqf6N0K43VQi0L8mtiaui7qVbNrxEjJQfrcmUdTyCvetctn7IvJP8WMHapzZHY\n",
       "f7RDSzj2VxHqGD87rj//I33FgU2Z2d42EF8zXRiHg8yf+MxTJOh4OHXeLECSrGu8lteU4z1DrVe6\n",
       "B9VXG46Hfi7e91oqdzfLKODp9upxrt+NxXB2vrlOWT+6bdCEcgPkwCwbsOPgUOdp7RdroeU1k0We\n",
       "bK5oZsXTMShvvTcon+c2OEGUk1yeg/c97nYFtDt5aQeT2mYcsORVLU+OrW/e/f6MUQpETrm4SSQj\n",
       "uiWzAJRvuE2MNT03AywUBl793HvG7uNz2jGejO1CCDUkIfTJXVTrA22kV+z7odeaeCiCojrJepyE\n",
       "84QehvK4z2Oxwk4p+zQdaCaz6xkvrd+vRI3WxgKGmv0gEYmp2NUA0I8JiKMYV1ICxJCyL3xnwXeB\n",
       "WgSWYtnKq3IJUyTfYeCe9u/fC1tjAx39GLq9DLlCXqkEV9aUb93VMVgF33ONtB2GsS8iK/iHwxdm\n",
       "N9lOUc7M5Ci6iH8Z6IohMfP89B9zbddI079kmJ9xofa7SdLTwCPvD06ro/TIXTsU7GBDkxbu3mmO\n",
       "XCa6M+bFEFhQYOHtQgVm4gOsisWK9TYjzAo++JHqdjGSlFr8FK+1PDl+NRr+7ObS+PYCdmIKkins\n",
       "r5uwJaM59pi28slJC41ckRoKXA2VKzBEZIuMhkO0fP1ATD38BufGFLGevu+az5NjQI6DKK3bROOM\n",
       "DuJFrzxbeUs4fHafrP5YMsuwekGXivcWgBO7g+abEn52NfI4WkEDgCC7Ph6JLXa9E0XiztpsIBsr\n",
       "wlP6Gkug+VCJLj0g8kVA2++CT8q9OVa80MA0v8WksNq76X4N7RabmvgaXNL5kLx5ZdipdmY2L2qS\n",
       "feNHNgLZ9xGXqw2gleYxUYSaMma7IQ9guMIreZ71YTUI7EyTFOLQg6cb4vWe2kfu7YKiSdX+BeDo\n",
       "s/q2vy3Ci7af3Nch7PGfCbbVejgic4ULXwFXY31ZVVDZUQn1DJ/Dj+6b4btToydCWGRytOh+shTN\n",
       "1hme1sMOaRSR76YRg3Q1W41GIkZlKkeVwxcB6lrE7rHrkSaXqBfpK+gDTSi+uKxv3OIBz5S3jve2\n",
       "cUuGpyrfYNE9kEIF6ybFt6JLfnrQ0MwwBIxTE/D7BUCz9mlRtEigFq3m7hjdX/iAqIfBmX0yJqlM\n",
       "2FhKBjGyI634E+40nxPt5dZSvdGmnjTjyVW4UOjxqG8XmJAXCpyr0nSK++I1/MlETyfmYLFSK8MG\n",
       "CXuOrFahMA/BAAABygGf1WpH/wAlv0Qg66p8RO3+3nSbGKVpDN5LzChhcjM/8alyxnFmfGtVKzWu\n",
       "nut8eBGgAAbO/GesRr+IYOxLY6sNDwA8cmZE2ycHOAzYf/LVgsdNg/2txzwBbUEwvzWNkCadzy0j\n",
       "twdJUlpyLu6xmohxErjDHl0ZNVpl+mUY+YIZ2KPu0JiChejLBruXyFLfJzdfNmJ/1pfitAzHvl8t\n",
       "SG66+Cq9tKfN7Xp4qjKFRFbIzuMYswwPfOyxNqVzY8SlBQEG0IU9ij34sc6aS+h/xMcV8AL/wdtp\n",
       "500Mkz81iV4tHCRQauYo8wOmpT80TZqON5P7kX6Xzv+RkBWos50LkAaD/ljyIHR9nxpvfhgMQA8S\n",
       "WQUwt5FuA2Ktq86lVMmvAy6GN6c27yZQv2DLK0wI1xBc7mEtnXwFdzwXwIbDOH8ECABiip4m6H18\n",
       "dvPiGPmTFhpdwuTBS4BzjQac+jqd3772dwTUGFl3w1kYnjGn0pvBPtUk4+/zK2KMnJ2+gRxvEH7z\n",
       "kOQrTdLg1O0uRnZYWg8UYg61zEiPTDYY0IqyO0yg6jROpKlCUEcUJcc/R0pKzcn85u7Ldk7CaqIE\n",
       "uDkAS4Nw82ca12bvLCygAAAEzEGb2UnhClJlMCP//IQAEMux0ECY7+kLNoed/rHotPEkRuyV6Ouf\n",
       "Eg8uqoHAH6LAvzDlBX2xNk4Sk4+C2XHCyiSYKbh60qtr2SALxgyZmsH6rFQJCYVA42y0k80vbfbL\n",
       "WdLpuy3Mi/lwjXCP78hIGjYEomE15uaVFV5aJIArMHYT5d7jZ7onUXvFtLYhnsg41phXxCTNtoDD\n",
       "ERUCyG/ELYcr8heq/fO6KulItG9jEHR/oeCY/Bx3/rEKOWvnlh5cCbJ9UupxjQAoQgjCbsZ3xBQm\n",
       "4iRKFLomPEsbGS+Gk9GpZAfDs3kaJuur9n7sxe2hwtybG03rrk4+3t3aDj9oZpsoQ4ef5rCToh8X\n",
       "B1JTyFCTZR6FXbqDYf+b5v1H4GTf8ILtzxVSfAkScD+WeCL2ZwNDKeT7aBkIH7EjJ+o35KX1j8SM\n",
       "sAaFr9ThzJIzyxO8YuMI4aCYWHTGbqpiKybre03E/s8dHbW7b0Lqrn6nyZvLEy34TqVzgAOicSGb\n",
       "/ByHEtXpD0UKrUY5u4vCgH9yWzqSUqROPPWozLZfzTCxfANdMFs7pi8lQlQ7K1CMCHKkhbDYF4rf\n",
       "lDuK9BkuoUVdl6nFziZATCjm5zVz1nNJgwH7bXbJxJQmdupetSAT1fXYW4t8Pc/DDNmDEmXMG3z+\n",
       "zNi+cifebEwO570x7w8tESVULGnu4w4nrrq+BZX4AJTjeZSf5zY/Kgh87Uo2t41rjlpl3fj4tw1y\n",
       "A8DFqeUE7gg7kTjK1Q+I3+QtvGveO40xLZqwBISD03VKgW2NQ+YNQDRI9Imrp+bYOpfRptp3jQ0f\n",
       "C7xHnJbz/c8KarCOG43pR7E+HveYQ4zpi3RG2j08uBVnq1c/IvKK87PHpb7NqVW3MRwXIriYdWsd\n",
       "39j1y+x9uaWaMZ6qg+i/HcovgrEQq+p0GE/u0YJ9fee913r1rmNNbuEB9uHWS48usdF7vKHNjd9x\n",
       "qHsa4jJe5cNiSy8ylPF6edC2REU9MpKoDS+iseRWCi/HUssd9mlNMSabpEyrIzVXy4pojADwyjj0\n",
       "5ABCoFIF1ERDmYG8EgyurgmET/bJIyMiaHxkCVxdXDV/FkyBpWVrkdZdH0Bgwr9hg4C3+PYUBBLL\n",
       "CD+MgvuzdMle8+lY+KeICj0ljdx4V6t/9VklD9IutaKFYkxLn5GjE6VdeFInRs3PnHX0S6m2ID7k\n",
       "EOvmpmdXcJZSymV3BMpT67b/rqrc1cOmu/Rw6MFRKh95sqGDcLStN6h8Tr3+KWbhVUtEMeguudD4\n",
       "/oQjv4jtTHqa3LfuDG3x1zAUNWvKCmhRN9BQAOf9ccIZ90eNegCN/VcvC0t2ptmfo3gyhC7MqzXl\n",
       "oQ/Lf6toQazpVSI5MuFjtsnVTB7axeaImBtkbKKzijn4VTEhVp2YCw5NDzpX8mIYwxYixfK2+a6C\n",
       "WycD68TKylDvutGiQqH7yK4A3gXYvse78iqOws9r8r60wbfdY1T8kTb/UOLKwqd2xgfAYnGLg3FB\n",
       "dovuZRSEOOCtu7Ao9V5nFx0d+4ivGphVwRJxtcZEFa816ABO1EWmoUvalNnQtxeDFzaTT56vZFVr\n",
       "Fj29LQDLfLbc7sOy/GqoM2SQU/7V7LnEjgB8cZxu9rxTeMgv0F8L9ibMo3RQjPhBYqcAAAIiQZ/3\n",
       "RTRMfwAlv0Qg66pz3ocg9GYzYl1goJOseZDckMVU+2a6xOCdrBuHP9u3QjjoAJpBTbr417EMLeqE\n",
       "go2ZeoTXd4B9UoUJA4p6FH4ok+TV1mt5jrYL7JoZAVq/TvU6MxwS2if0utTd4eDvvlM9V13dWiEP\n",
       "i+EDSdMy1bGlFsTvCxKlC15ek27tJ+kIWgWhp0pzMtFtPQ2JEDjvD6PL+ms5l1HXf8867ZQpLtZa\n",
       "XbPQ867FSU2cAyxZBLSdD2yVnX8qB3REb2j1u3kHN23HFE6NJRrfvHT7/J93nJ5PaZouELquEKNA\n",
       "gjiqc4L2zvn3V6993/FnI7c1r93VbkMvdxUH0bPGz+jBAa4YBYZibm9bbMm/3jb5aU4OFu8ECEO/\n",
       "2Mf/Bo9sMzw8xP7ZQW0VqczkdLDtBuje8t6dtjSNgEj59e+SNwRRfpttnPlHLuTjGVWoUWt9BQrf\n",
       "4zH6LpEkVoLky0B+ueByRyLtk+bl19E0hg+siZYF2M3uxVhAQ3NeGiv+BxUh0jjWE9zU8DqMcmkz\n",
       "YEhtecdMge6PbhZRZ2Frf0UxI+vrWaKsZUBRyA36F/RUmrlswetA+QDTJ4J/+ueYZgsTkZbyDbqt\n",
       "drzAIzbKFSACApMyQzgcmk8VL66BrGg+qChFDmSIWa3XfEV3QDfqmVFjuVtY7SyYqhjYw0CjMPFM\n",
       "uj1kAxuniUTDYD0f1wdrZbnPgVHoupZvl3Ek8FTRAAABnAGeGGpH/wAlkqLP/tfFiTbUfut30W4s\n",
       "h3VJKe9Ez2AItPfXy5lobOH+mOHLekQOHdnpSF9wgA/dw0IEl7+KvW6NU7g6fngnjZsIN+J+4mLg\n",
       "yBF1FjVZ9irPGS5WmwPbndZW+ztMsuhHIZu8I72u45cPTh7H0ENg89OUccuw1qT+G6y5BjPiBQI6\n",
       "5pE/f6tW4n5WnSrQ+yzoXrhHmTt5UsgQyvyAFxThHNEpVlc4HQRuuQuQsKCNDHpMn/I9mwAtipeK\n",
       "Xu41Suo+4Fd0xR5fEpIVvtWV3/1wfV1Pw249qtOnMPwAjDwidTF195VjiYaL3MTIuAccxmLWaq1D\n",
       "Z79oUb7WKDHRvREPeZF2ToMPy5z1t8p1OB4TOEHnDaStakZHJvyl8iNwk8UT63wVourcsGFP4XJd\n",
       "pKA7d7FRdRTh/QogxhGGZhyP5KNjq1/HWZB05WmlN40vmMdOL9GI8+YnYjJ1RtatScQod8T2GO5e\n",
       "FnOJ1H96heKiZvXGYSLw0nOAaZZo5ZXwY7w9wL3PjFtea7eFkjVsOByp0rQ9KSAAAAM5QZoaSahB\n",
       "aJlMCP/8hAADnQ1svZ8sNeJoP5I/aBFfj+TLW7dQdnATuyTP9qOaTxB9/a5OO4EZVKvpGlL/wARm\n",
       "gru5XiOaXFVXdMPzFZ3hN/V6gQ83DvRYUV1OVk57QnQ+cqzLffKNHtYwcrYZrVbLx262vZvCOEI2\n",
       "ZZbSvHAOXMMqN6xbQ79OR/B5xMF4c3QSflnD0cdn7+iy8gr+yvvFL68cTmbPdwmuVeSotJ3D4QJL\n",
       "RqVR569OETlc5mKFq/jn9vsjW8HTS9mu0iZ0yzht/cDORY/lVBYSRHdctGTZf+7blTqP39sqvmTo\n",
       "qGrnd4CfoUIUDYHv/eYNX1VKCB4L1TnzSrpQCsj7PFfn1xOFxe0VF8lLQpFOkKBkHJe0YSGw/F4o\n",
       "n2VbHGA+UuMT4neiVt+b2O2ZDiRXoe68SCPHduHTnj4meVO7whxtzJiW0kyPWt4xDQclAzxZzPl2\n",
       "Ct8kIhU4aMylvgYaGGXGC2uYv9e8nW03oR4J0m4KtU2j35Y7Z9/5NqqKU8nLZXQlw2Y/rbdFtc3r\n",
       "GVKiRjqgNQyUtve5qDYv5QXQwgpdlMQ8eu5kK1ASa4Hfod/xxU5CU0KprQpAhWJh10lG6AlyFHTc\n",
       "mBxmtsXBrwmv4Z2SdwzfkY/ZMWJu03cNcaLuf3+QueLgErKuY4unRAuhcOl73uPVSQl2ORZXl1/O\n",
       "fGg1CobppGHiv/8b8/54RvTo7MOm7LFAL3V8vCsxLlUjC8DsmL3Wa0rOAXKfhp89wPvJWQlD2lmm\n",
       "akd6qAyabKbPR3JJ7SSVtGUOJCAQfO5Z24OFMTkTcg27AJmkV3Wjm5Uasg5HCGXZnS/ZmwqdaDCS\n",
       "jAjXxgcBeHIjCwAN81IUKuD5WlTjJVdmio4AQ2DJBCWKvEKnDlh3UQtgPU+nIAK6CQrUdqeCCx7q\n",
       "JVAbKIOx50QHtpc0IhTfBao/lkKOCDxdghTCZgFkO6TMRSM1IO+kp40B0so+cvNIzXdS0vVH5M7+\n",
       "J/SwFKLYxOO9VFhUnaJqkohTA3eKinsFs1us0dh0bL2SROa5Yl0lSc4gXAT+DruxyDb3iOOGfNZ8\n",
       "jXJAY0odvxnsSqvnMmE5DkfhsO6BAAAD1UGaO0nhClJlMCEf/eEABFuGoJme70ycC/08mahtSeR0\n",
       "KGZj2rQ2e9fTJih8oVJ/7nHPm/MXmcMDbYTxNRQfvxFXK5X/DhqylR27NZP95V7kru+sSVJqXC8c\n",
       "QOzVOpECrvJXtioylOxwYYHQZe/QBZpqE0wR7tUav/eSThQ57h4AfRZKMeyIu05lDytM7/BdDckE\n",
       "wVZH/U2B+4Ltd5UJoCLP18gy+SrH9BiDJDNjCpGFtSe6NBwOdYLcWYtfE7L9r6OH/14vCgjZ2F5v\n",
       "TVbpGKLX/n9wrrXPoU/KjpqDpoRwbqFgkty5dLSbglWlSj6JiqZOJFFHoDRiiqLoPGwGoJvVqTX7\n",
       "nQ1I56pjsxA8jR0txWyfFiQrT7emRycVlHDoom0IVrCz9g0ivH5H6e7e7J4zEPXIxCv/F1lXRk+n\n",
       "gcGPmrHCqtq9zNGrNl6qnYaPuruhjoy5jZcuOv2tLf9009ENFQ1bTP4DlH2Dp6LYsxKAUbM9k2it\n",
       "hfC4G0EFws8z+kBiDVqarB75gN6TKn+bteHMWCdAoyvuefsyXFnAv5eQgDrK6ewz0zSWb34V+YG9\n",
       "yTfUmOzw0DvAvLZ+KCyULRQaLsm+iLhHwQi6MwDASSGapWJF0O+r8Esx5d6M1MIvmFS3ZXACWdbR\n",
       "dNbJyy34D5d+i0297NjQ/aNyWyslxlvk/fhTeNTiKRhY5HQR73f4iVzOAoEgAJw7YghWYIH9nFIL\n",
       "+thTzvqYt1NsXlCdNEaHvQnjOSbA0/5Cf3xCoQdpvDooh63skOc1sCx4VN25Dpv2BKCCV54kR6z3\n",
       "XbjX6zwSKQ/SYFH21Z/4X+dU10r1CBOc2HSj+BZ6QoYmIL3Q8vIRj2FKgY+9B/3tv6p0cpLb63tr\n",
       "GRkOkZ53XUwCKFhFDRxIDyeknwyfjOWAEG7BjyHV8ELd+9014YB8X6CyCPu9MZa+cRKzHlZZFSPK\n",
       "6mBKQ0An8Ki75fUedZeQ5XVEWwJMvAnLxGGgc+pwK2gP2m371IttPVk/++IEURSt9jLJx8LVjfVO\n",
       "OXEm512RaxXei3ZGzwVTRuG/q09GuXP58hEeZfOnhve+TcYLK/Sk1rq/lqsa1nZ8fX0+PdxL2/DP\n",
       "QXJ+tfDdbuQFTHxuE6lT9mIYoXhCAARnv1NACVDoV9Up37t+igEQY/cL7JDbqI9sA2yqLq1yDfor\n",
       "9x+xkd961ZtnYUF3jP4eovQR5UrJSI+HyoQjezdzK6lo+syboiGtcQa1CPZ1vChaoiu7DScp2s0S\n",
       "qf9w6w8EqDKWJG8O/ho221/J0+iqYAi5TXMbKEkxe/zFhu/G4AAABLNBml5J4Q6JlMCP//yEABDO\n",
       "OlpXD8yCwDBGAJ00l/92meA5ZNWWlUBKgqB9ryCHFLSDa3ZhT6bCURzz3rAEWBAF6St1pz7nUkzq\n",
       "pyF/AoJksUehxTye1x80pt9jfXhK9kMKYemfreBKD2rFHUeOyOTshUjzesQk8ic/gkzBERIqDGCS\n",
       "P2mg2T8G8A/eTsM0Vbg9ICmj7zrnnZ1s2TAF11UD3nSEaKZmpNL+u4+fFKZc842dkYpmAddtcfZA\n",
       "5uxknfug6ipv+4wgyF1TATrQ3q1SXkw0FQoRTbA2C3Nyd7RAmZtjIktn4sVD477DupKcXmmPPSxd\n",
       "nwgsP6qDCYOhCevZGNolh/fqic6E2p2C7C/iXWdP0axrPA1U/tlDrgxLtgONxJWJdrCWtvlkzmh7\n",
       "FecNjAtJW+MRUqNy1YglrDAQThYGNZl43sBBDV46WaRgczsI04qA7k1EoEav/HsPkE0+EgYJslYY\n",
       "n3YEQGWqvk+i6GEQwJQVqLkeU/mfzPzpJ06Q76HSqArEIUoiK5Njw14ZHo5v+mEWSJLiw0EQlNil\n",
       "VGytqABehKQo8yUIjSFaW/eh3S7L0DAASl83lsu7lRQqtP2vQWv1Zi6XHTo+0RE9qryS/ZEWNEBR\n",
       "c731MJW61Si+9GF3fJWkVAiXMSrDNetdX1PzU2vJGps2eMD0fg3Ou54+BtEJsngYa2xIdmQ9H5jw\n",
       "ktIoGRW5lymusHBAso5gtIdu9XQpvzWvoMRZCYeNewoM9haZumlCVEgI6TP3CuewMgAQw0YFhNZy\n",
       "wyjkCgkPbcQ53vKttkraocEczaHkN8Try0BAmoVHqVPguA0o40T3eTStmnToo5h9b3eQQDq7ObT1\n",
       "TqeqXc+vyNtjogfnpgUPFzO1AsI5UbcupxXDX+6PriihHtNaet060FR8GfpGcPGJ5zODGuOBpsV4\n",
       "7p+W/NCr+48AxWTkmHq24m0Euw2ZczlDmCUtGaUsbRrSpLSOzmplUC1jw5QmnWg/t5lBSzyt5rnL\n",
       "CIlQUExS/P41PWef0FlKaOygV4WzHoVFk8RXPi0MZ2UJJSNJUrXiPckJun5sc/r0+U6hVRgbaN1Z\n",
       "UkBVXonOLQsyAz7eIHTDUl0l3XC1LYfappZTlSzcny7B/B0aFpq2KvWg59MW//K1n5WE2Ia0clzA\n",
       "5qHafVKI3zmiblA8gR/nrQJNcvD8uVZcgqM83Kvboj6TdniJijMEvoB9GG2WC4vuET86LCWBGELi\n",
       "yc5YL1dB2skcvVkPi63zG3WylgL1W71RnSzr8J3DpuF108rEguKG1w/lPDQ/GNpQCEtKYj+Oqjo4\n",
       "fZjtPSpejJK8xMM3FpIZL6ynBoMxZCjYzF1WnW7zw5R/q50E/4eoK6mpx4x5/K5KMs0Xn3fZIXRc\n",
       "X1d9tCaHyzQC9C8r+RIviALU+nE8/S3JVOhh8/IBbJZdfhLv8tAOGcXPf49V2HHhd8HCewAKGqpj\n",
       "7jvEoQSXGHmIA2s28L7SI8vwmcn/DVRqkg5afr6lsdx1LQuVB3AoW9AmGJebZQaHGF5mqQ9IpF50\n",
       "6i6EePDl3VVsKFQCmQBuJuG+Rdqe63OGOvEccGmvw3DO1MhQJlKm3lsr42YMBx0AAAEiQZ58RRE8\n",
       "fwAlscD8MV+5zz921ukY+ndyxeutW1w1yANgMMkpUMKos4BVWCyaf+SqOFbpVpEspyzdpY/6+IAr\n",
       "nqsEDzVUO4DuLvwhMJMOF6Cxuvf53yneh8XfzbWDJOM0ExR/UW1dVy3Gf/3Mvlpm0/QDqQxTvj9Q\n",
       "RKOOUGkrjKQ3EMDsWxKAykoQF6wla4nne4d4k/YXAafokIHo4nSlHL+Zd53MgjIvBhLdVf7KWFNh\n",
       "s4AD8g74GMnYzrPaXl0bC+jBGGXZRDgOLtN9/KKy4e5Uo2HkW6pI40+4nzHjcJAUiNpHPC4k0d60\n",
       "ftjTrsavi4wQWR+9YJ6jX7u/tidatZobJl8hZwTiYD6rFYtppdpLw2/gq7MaeCQi76IQ0iKapZ0A\n",
       "AAFRAZ6dakf/ACS/BCPYs1OWntq5VQuYbMuWoASBqrepA+Lgoci3OQCveQ+Ect23HXsdBH8JpQhD\n",
       "gl8siEQYvjOkyPsYg0CITnaGdCVvCg4fuVufVZDwoHdZ/ULNx62vQlWij7eFl8Jd3HSFH7ZZnNno\n",
       "0MVeZIXWebEm/6e4oIvLJHgtmBX0rby82Q005ngSQFMHgT6ag0gW2xuaHTG7CrZ9ZXvgTJoLPoV8\n",
       "/TgSAC8WlAvAQuTf1axX9NGjgE83qQrzzrlqg+SSYLkeAQXJvhELCbqMY32BOGxZwhsO3KNYn684\n",
       "FoS+qffkqPyJPC2cTwdtVCG521UFs2uPvUBn8uNA3eVKAEY92sE7WKSmuQCmadbBEnHjBA5OjViK\n",
       "QKkDqwkHg9Pm1ok893Y7qripxRYCDuLGnL4kG9KIXtfVeJT/AZPyTgDDghIG0JT8qSsOPgnGtAAA\n",
       "A7VBmoFJqEFomUwIR//94QAEM120cOph+FKqC/uNQCa1/fFPvKNJC9/5j5eY5PlaSYJ0LoKaPjdh\n",
       "E77CAzQLPw2U4wrmHt4ojvNDBY5dlGjuSGcfjTDGlBpDSloAVSOnW2xhoT7iuNWIcET8SEWBd575\n",
       "YjlPKRCRhLz1JXqrJoEJnCYKzcqF1+T3jj0PRwmVDnEKSdTbzm6jmJQ9i7BmQgFtiE8QAK/suk/h\n",
       "a8ij5QDPTffrPGLinxaVI525p1ntsF2p603SBzC2PK5lHzj1x82RWk5NyXKfEz+EZgJ6MLGT/9E9\n",
       "KCV2gAsyKtO7SNcRxA2eOt4E4pFQz9TygxT5+N2PEHaCOWN3EQRvB0zJqt5VRgIfhMcJ9hk79siH\n",
       "DpOc9oDOVglRuropIK4U/I6jBwH8AW4rmf4D959IIRqjaagIEaZvwCqH/Jp00/eJx/akTlH8qG3G\n",
       "b6XI1QsxI3CqrVO243RpnCi4dTDoCMcD53J77v6Gzl5+Q6LKxVmQw/2rMJbVmav4t436kaPhYinK\n",
       "cyLzNet4m86EwdQxWC6fBfmPnOYSwtbOiw/b2tUjoyMd+sdevV4EavRE2DPgn8cnQRp9EA9xUP19\n",
       "K7avfgWHzia/R3KIUDXaUZeOp1YLXCTRTxQS5g9Bwp2cQdY80ei+pAktoCE+e7xXFKdidvVNjnhV\n",
       "vWO6GJEvBAOeJFkkQO6HH+kCvMLKrxAN7rdQ8fqYZqPorMxuUfO7vntuDf7mAfyaEnMa2WQdtC7z\n",
       "KPoOYQjqaHjnh7ueppRWRmZMsxE1aE5SilvUB/Beg+uhn5n4tvoYiPk1pV+9ehbxjP6BsqZ/FjXX\n",
       "NAdmcSPh/hTse7kWZRCjTKnAXpIM/u+4Hx6Sd8KCvwLNPrsiwFAvZ1PZmjwxZT9HFaAzrwIlwLaQ\n",
       "wvh4EDfNNN7EaAHm9+yOv140JFG0fSTCj2/kQVin6DfJvo2+F9vXemJZMj+olWxTRCUipHY35Hxl\n",
       "la66AjhpPrtp0+TE66gX3GhflY0up1T+nQO41UPDshW8eZ1sLfSXjGrcjCeNxdpPM9O8VuIJSJP9\n",
       "URCZK4Kyzem3U5FmisU8QnxnHAvJQstIFlHlMjt0pHUcpBqq40mmldibP93ZJ1Xnnc8ObtK+KcJu\n",
       "z5jXoB7uBv9qNEs97a1M8z1KfzPgXIWzaaYeUVSkWHnTlcfOxn3tP1q6r8pMscQjLLoJM+lPLnhw\n",
       "6kQ9acXgfWH6CLy8di+Bjz6DSUOchsa8dF3IFuKP8QCEEAlklpmYAAABHEGev0URLH8AJK4xL859\n",
       "XxvPCyrEchv+1Imb4lsqBZ7PnhHR+92AtzBX1sfTbhnfr56Ubj/Cm0gBIK6Kd6zACK9dWyMDnZVS\n",
       "hdNQArhyVSg/Ge0f8ujK73YptiIK16PhA47imWcwcy40WBPa+bbGtV/KMf+VwsqC4Y2dhc9x1HXP\n",
       "Cm4CU9NWaLcR+usEbTf8nI92xTH4REVMUEHfeyE8DnCTR2ZOOVumGs45Umv3lbpoZSl1wzdTXH0m\n",
       "bVzkRkpKadj7v2oVda21YUP4XVbD7Tq5VX5emgC9vhpTlDqZ22jtw0Yz9g4EiKfTlQ3hD4w5zsyA\n",
       "9FXjG8nxhd4qLBr7NStrMN+AajpvhORRPk6abvZKPlGBgpckFQ3i2llBAAAA+QGewGpH/wAkvwQj\n",
       "2LMgY+8SNhxZOzdSHI4mBXYlC4O+jDNsIAeG7HnzqPpW3NYZFEiznCPme4sPc0RPwdNhwAlfQsYA\n",
       "rmDOt7xpDAxI8bO2J3JZ/7LTTpofyG4h7yVWr2OhRIDF7g51Q8J9ET3lN/YJFctklQ8SP7QBjvMI\n",
       "gjK3T3iBi7ZWvXp90MnBLIJ7Vgdm54quoZdzLAHS3oU1dcjdX1r6L77f96Dw2yApmJ0+YE9bbQO8\n",
       "9EibIoDUW4Wdsfw07jxBQjedyn9R9XlgS6HEaWbvFS1V1WRmJiwHBVjiBQs8tgUlMCICKPxZTUdH\n",
       "zpgZlavIb8D2gAAABEFBmsVJqEFsmUwIX//+jLAASAIFKTmWnnhFLHdfyJBAluPd2zsIFQAHFesq\n",
       "KpdvYtUdhfFlluLvxil+PUS8LRf6YAzFWsoCmzMD/U/B5MeLC/hQLFx577bxVVA3WTNMueOOegHk\n",
       "Tw3YWnfRa30E4z+Qk7HVjTT1yXeDO+8/Y59mNyHO9MEo2qvMZdcuutE0sSjbxjbVO25Gzr/acfnk\n",
       "Gv/gqbu9Clj/SCWmS0PwUlI9ZNR4dUsm0OKn7dTA7+K3LeBkjSTffl9P4M73pawkwbUxui9f1zxF\n",
       "N3jNX8XexEQqxfdwhEG9WUm1GSFA6jVwYfsNUTHbMZr3xq/nX4g1PiRSN3agWzqBAKGWdFGlZehv\n",
       "l6vxtv8WZRvGMWBlB4x21amgvT6mX0kw0vZ/mSEl7qCNGYCWavjVNSwhF1riQt0MG3YM/0jS10TS\n",
       "TR/zAhx+FsLZix7Vkri7LIe0eGyTaXMWSLzehjTZVUINKPZTm2xJdA+dLjxKi1Vgcr5iLVBlme9G\n",
       "siWtYWQMleLGigYLahzR/VQ7TMCd2Nf9OJdVfvH3QRP+jKEyacLDXNYe7K5Xkdn7hLteR4vFaYYz\n",
       "/dZZeUUx2GaJi8t15C65LwFYcQkx+g/DZdzL4LeU5G6oyRtevJJUjZvgkJei5P3mj6wk0facH+kS\n",
       "/bEfyyBwU3jieWr+gt5IlhLn7wMB1UobEh8HRBbGXIHmL5QXqKhTPlDjJqHspR/BHy8HainB8TSr\n",
       "0XUYQfwNaK4jeUwKwZ9I5r+L8qPbj86KTQbiHf0eTaNGiVzW0Zrn0qGo2tYJX49Pjhy5/GkGkN7U\n",
       "5rIj+b87rqJhHnxjhyNqudrG/zst3Byjov8fJmKlLDTEkEY70JOjWs3eSBEDQ5BikRuVmAnWGe6S\n",
       "d2W0clVF4wuFo/pE6MVh8dVnyMB9sctwXKWFLQewFM4hIX7fL76KOFpUmDFqhWe2KMoMnj/3bdOX\n",
       "DW1o4kopg5hQoBgPBjHcTqCr2PMtlguFeycpd9aN0UAAGsdv4RrnM1Yd/Q1O3SNodJgPT6UNycUv\n",
       "c6yT+JdYvWbMDDTBWz5cfvAS/itmFQIoCm283G7XXVq4wQUbeUAVlv6uwKMZq/wLAosS6SiZ8U5N\n",
       "2iNVRt4TX20OIadWcyIka+BUxL9OxlWyZkFA4oj769mLUdbucA7K+ejwzI6fvxSu/ewW1KDpOYEv\n",
       "/8wf5ZGjfwS/+5oXLYRVBrrW6nhcXlOyjyiEAFFk2RH/nssfXEiM4jSYj7rZJIUo8g/uAesVHU1v\n",
       "KJF8zi2wu4AyfSSHsI6pv5GJz2WtvljgaChmxkEfcAk1Zmz/BRXEKicWM/xXXif4WntA/uYx7myY\n",
       "DRaEDYO09NYQT8uw9amug7hYKTcQvp4jvLdAvnCvkWq+7YXxFjhISUW5O6Vf56aAwLisZ9NKGGMz\n",
       "T4joMKweqDqP+jlqjTD4Z0CaD9MAAAIqQZ7jRRUsI/8AF0MrtQQb7IA5HSUrZVbbUUJM0Wf05Dkg\n",
       "RafmZJ2pyK3u0t1LIblLKtu1HIUaLR5SpT2+7pGdcE3vKwPXCESwHOkhpK2AFuGsXT7EZ6h5Ul1d\n",
       "3i0Wx3LrljpY4T9jVWyQjCl1jMGkT2jSUzY0GmYqtISc+dJuIfK41HwN53vMPgfVQxN6fA1JzdbL\n",
       "Ebe4eb3PmkOeGqSLo/UBdM+oRJjDOk5eGos7W0aIvAZ5UvtH94aS42p2tx4wboO5ZaZXDFT4hc5C\n",
       "05/3v64kGfYyDJvtyrV88PbAhOib1x+t4QuLGTVwMVwIo+kQwc+DR9C4aV06nS2JvPAT/wxr2QtQ\n",
       "BRlvkZArYZhhiTEsQcqbnXPXxo3fhSw33ZiNkz6P9YFqXu8wFqZan4DusLwXbdue2cWt+1alI1SK\n",
       "dSHCt3jmmQFgb3Wmb9xns07BgfxcLtGqLmDa2XHnYuiSbcZOv1z74YbW5YNTSIRZG/Qqo8QtGbYY\n",
       "kyERvWt8ikJ7Fj6JODjA10oEwV1KvOqMkCYOyEL20VMp/8/5Rt3kUzETIMJlp8uuafNdBDPK8UH0\n",
       "PZCid+NHZmYbkXhrMKhh5djpoQrdCDgQCM946nn2HtQbfhCTRJGphifXbV29mE9jGrG5+ytYrHXN\n",
       "tGlS5DeKecAUGBXpwojQKjvzBBVDRdQY9VJyoJdk1hVfmjJVoNA/ltcJQhcmUGe1YOjGAIMaZytj\n",
       "MupMAmTuKmAAAAE8AZ8CdEf/ACTDFuglW52i/RrFjhx+3RuhF0l1T/1js05FeW9q5EThWtjeSJdt\n",
       "VXhuDZNMyqplqHkIb524ATTBvPxE2rX5S2QcmRaNTVKPFm5uunbaJddJYOOasggUaTJFT2rO6LWG\n",
       "ENbiuWSM6WJFwlXcVLNqXiC5IhuQOHlqOli9Nd3uSYXbv1Zay+y4gEzLQlWsAJqLh6LaJsZmR6nq\n",
       "EgVD2FpCLyx3BoxOiap394OGPV8b37XI7A+q8W3Yw7kvEf5XJGcacEazzscp7kJ4zMd92/o2TNNt\n",
       "Yrw5u+Y0Lh9osA3yK8U9ckYXd+Bu4M9QxEb6PQndbOxX7n1Tbm4UGIpkUP47AYXy9wy/34vK7FMK\n",
       "sWhsFhcWxj43ow3iyFGaxpm9IYRI2/J9b+j/4a5ld1MPQoMqR+MJolj0gQAAARUBnwRqR/8AJLHL\n",
       "9tM8mXjaj0DdmvOwE6XiiCCVGQzL2WIssg6i/n4pg28ZwRmSJp3iVCgbHINyQXigyACdQ7EOp18j\n",
       "+v+Y3TCatiJR+foRMIKZajA+KeUKqL4eALDnP0zqy9bS4AAMWRcILPG5n7SVpuJAvTLNEoSARBqv\n",
       "X29PvfBl+IQHQQz882iEKrVckEUxwYpHa3nreaDFotlZLA6LnQ0YPFwitDL1Po2OmlRHuljdKklZ\n",
       "RApP79bvAbDNfqcu5oOP3gT+NxXqaV+5hHNYUpXnOYX+cxQd9gjjy9Vz/nmI+4s9BsHaJ5jVLniL\n",
       "riA1MeUFNMGdlL7BkDadgGp0bKUzkGW4hOWzfbSKqEec+35ijmEPAAAGKEGbCUmoQWyZTAhX//44\n",
       "QAEU8auEuOg0z95a4ym+aD4YyklxADpHclRSNTDdkret9fIV4WneidLfyUx5ihr1berfuUZ7e9Sf\n",
       "7HaTpLVwv9sLgH2TWWIM7IEW8uG/h/AajXuHLaezITqyxWbmc9P9FShiVA6MgTvoRz0GPuBRCq1r\n",
       "LUZ7pKvNqSGch0FhAaX7hrLGS7svUXqAyQENDYMcthNAR4fP1kwY7jIV4w5PKLYFiXGmqnTdxZyl\n",
       "sBtsVCGkIsg+Nl87KGHgaP/odxMGjcxO5w6T3xskpqzVtxjLXwWdXQYJmwM0WgWjlJWbRBGud8nt\n",
       "J0G/iIapbje7ggViL0MxA9wG44IjiRgKwB+UxYy2MTgHOAmY2C0aD/6V2Libtzu/bo2ntbFF/vPI\n",
       "lVrPhOf/4r4foXWv36Jkyy+E+n2ZPZjGYOTldVA1jdPCJvjhb+t0i+cizBbmkSdrVvCA+LqrU7kW\n",
       "lRcpv0lWY68zRAbvB23kLIQiZP5sxzpuhKpguCvzr/IGpUqtvdyINeuSu0mHoMq4mFU2c9DBQDP9\n",
       "qqQNlO1kNKFnkXm1dtRa9yLoowCRhiJFVsGBwV8YIsZzL76MT4NHdBK/78EQhoRG6VqDD820Tkml\n",
       "yONLkHfr3Ate2p1hvliR+GQSOPW8n1qhHqt3AKPAE9ECe9m0nBhZjshtNLZidtFJlRkU2237CvBy\n",
       "XE/KxzweBOAtnedWpQeTtDZleLBj1dNJfmJiopjMvJn34tQWDm84F4sRPWnmB74zifFcw6GoZ7CC\n",
       "fDJ52TEO36ujE/pjTUbd0oAJxZtUcGO96BXLAXmjwDgvfRvuifWCIRBMdFmoNrweHQhR7fgH38NX\n",
       "uyheDGgNruRRDBnwa2avd6peyft/4Iuh49Am7VTx8FIimHjD/B9vYVSGQ34InxitZTsOQu/8Knt2\n",
       "ymy2wxT3WN7yRRA+JQ75LPb+gkInoAOsXvdM86lE8g7qVJwQNZnGe1/pklx4winr1kkRwV6wdTKl\n",
       "H2ESJAPG3IfSzymel+Dy7/1jyTezswgu7k7JoM0Y4YZVEIWM9GzgFXiCyfXOwtnqb98Dqt/nOj+B\n",
       "j96x7kJVR3ZMYT3lHi+AQJJ8wndPVFOsa2Y5Za+mynOsP+C3SWfFzZKWUIO7FuVTOn+q2q8uceVb\n",
       "Rbq3i5zGentXUAl1BxM5cGvPVyVAPZnByrb6vgZmBiz9mBsu80sBkHLcs25/rAXq6azoJVNPzx7R\n",
       "8jEy1/NZ3CI9lO0vy42jqy0RGFNLoCpOVAcIs/dPI4CoPn+5kp71f9o4G353e8lbpEKP/PwWrfrR\n",
       "IauRbHLUIccU8sFF4RDno+5DnR/4S63mmLS+27Oxv+jLEMEx4E30W5sPq4ma+mizQhtyvDl05CNl\n",
       "xveupXzOVTv3NHaYMqBDFDsqIafKVeLYx4gTExv2snIoyYOwUzAZUOje6CPn+IgglR2vOxqBnLjf\n",
       "pedAeMas6Codx1IfX31sHMyGjzlAF56SGSvPAogv9tNTs4ZSMfITKXgUNenGNoMlwqgQDcCxjK6V\n",
       "58Z1fwBsnurgL1PO8bOVvRXQu4k1pKMtzxGnjkl0szbm1DfQwI/FCJoaUjLhEdECSUYoG7ckxFJP\n",
       "DNw6pkxBz4LMc6TyWadUrmf1kVISVQgjU3lmxeQcy+vjlqSs7DUQSSQ0R55dqCB6NvsIdCfFJIv3\n",
       "6FDFE4eMFjdvFhGQDv8ZCJPNdu6nEdkjN5hsqPHxDRWo0U07IYkvHZy76UKmkY/ARVDOEwqAGmS3\n",
       "dGPbkn/xsLuqnkrTjwEQj46hZHDpgTo+R4epT4enonKPOVa8iWzZg2zuOkFZlMcWYoKAFRg+bShE\n",
       "4fnnlGZ71V36u1EVWzDhI3IfMu3kQi52hB8r/aVWYML8faWQ2EdVg01DQ5AoaIM5C7QogfUp735i\n",
       "w7OfLujbH2r413EPWE+jqC+wmzS5hgHvyVuD9ZTQWmGW7JSC81SlRDtjX6laoj/UZ0WBjLLX5GC5\n",
       "v9QQHUiRHkDPZyPoFxQcjg+itD0/gPyLzMUNlZRRw6aXobn1s9J9tx7taZE6uJ+57e/5s6DLJf6f\n",
       "cL1Q+IRgbWUC8EFuKoQ8Z5imcoyGZAcAAAJnQZ8nRRUsI/8AF0MrtQQb7Iet2BmpXt0pzBCdC/3t\n",
       "7ZrnUGjhVLm+P+26UkhDq1KDAblANwMbCNzeFSbRORJ06GgxjacQFdfBkYTfpEMXpgBL/8MN31tM\n",
       "JxG1McJPRMg/gURN2B/5l5V4ZK4eZB8hZoEmK70o2La7By55wOmyUaQlfr4aNhXnGPpwdKF3ktap\n",
       "wHGm0V+dNfFxpbJUrQZwfnCvMPBPWVZ9Ps8r8vtyaguCOfUDROfs41sRQFlZ1i00pg4BfU/qHsAk\n",
       "040g306fTtNF/rK6gwpBjyEo1jg+cpBbMzAk17fKveDQBj3ZPObqnKea7DASEBTxtqUKY7t/v4Vt\n",
       "KbQjAWAZGSnYzXITwvRCT7CC/DEmNnl1uTZFZeZ8Ps7EPawyoKs2UiVgZDb+8jaYpxC+cS8rA/fh\n",
       "FANYNj9RBwmmOdCdacIGWv9CS34d3k1C2EMnEs8l5kDdue5xYuB9NZBVGrz8akrLl5VPz6Epl7A1\n",
       "5huiQthsBjRnjQR1DOu68INYYGm4bXn8xuAfWQ5xTMEnRzitdSp+Ks3M79sckDsfaly/70GSKmgS\n",
       "MFdF5vsvzBpAHma6o7KChHjYpdB9zmyMriR0snSCm/L18nTlh6oM/YaRi12PzqXtitftLoWHw+Lr\n",
       "Qh0r6lpz6JNS1ixEnPJUvjEMC5VeBALdQQ5zvpe9GFC/OkQ2RobZVN980F3d74i0hyBJu+m1pIOG\n",
       "pnhnPOxIR+OBIWcHWC5Eth8TYb9hK6wVBqBV5U46SB8NLhow0FbfZedv0DmuagwjCmApX1XHjFuS\n",
       "jgVmUHZuyWK6DBN6cMCBAAABpgGfRnRH/wAkwLgeufMn2e64aE+mjo1citiul1OGMGEOWo1ksAPI\n",
       "wGxKNuovrm+7VvlxiEqjFiCGqADzGIyyNdyqVhAZnjgWYVVVIA0tu5XgNPbi2SSHsMxJxVaCArbg\n",
       "ipOJK9Sa0vYDql9vvSG/BGVxwcnR3eYyUFPx0cxEap/vI70fh24wXcTFKz2RHwfWUuioes5WpfLQ\n",
       "8/MPJAjr+IVxbi2puvdyF+dmKkzMZgxXEmn8Wno89LUH0loGGk8vn7s9l97Jo1uXyaGs7rRjfilL\n",
       "6yCOhkWI2Tu2ylZU221iG6rW9W+fdS+EpldARQbZpHmPY5XjfGE/GiUMGUshy/XPmiFJauYvAO5L\n",
       "22cWDIWsbiddeQIJPjHfq/GrjSJtZFFgPhGrk3dqHb8H3TXp9+bs5x4x+ENS495+V+cLv/6ZMyOe\n",
       "NOtlpF/DUhZSZIjRo4se1raFZmloc9VZTVIeOEbbxk9hdlCzjG2S6y4/bCVCCRcdVVmYczJfwepG\n",
       "Xqhz6/+rb1Y5qbHdTkR78hKck/54D94CFLmEIM8Bfe559kllDR9ysA+YAAACBgGfSGpH/wAkvwQj\n",
       "2LNTm06pgk4IOqTkJvEPQ2Rcc/xeFJKgrO80jEpb6Ls/qKAGt9n6Vu1QDzAA8W+eeO2S7NomDNO/\n",
       "LnxnuzyW1haZyasNYKKRw2wpQ3aqcT5ezb+1krR3QW54O4Fp6PPuzV2eW/AxXwR4DDtKGVXI77JX\n",
       "iw+CME+A24MFSe1MgD4e15d45gk33m/qxPyf4SqosskSKT05ILr5Lqx0fCaKIguVCjyiMTcnDZve\n",
       "2eOziSGYouX0T6XDqFJNScjmsjoa3txn2Otr1Y9V1YA6/EEOUXSfP8v3Uni1d0sC/gu3lQUw+vZl\n",
       "IfbZ0E4KRM468EZ99qwPPK8XU8ukZe26udtxm9rWJPnQ77tgNecD/4y8Ku7kKYyLoB8lWfgDDREX\n",
       "AwaYOLzkzHcarIS7krTm+NKi/iPK38J4DEsQuOnN8DxaKuhO9htDRVCRZrhNrY/pXIKZl3zqNrEj\n",
       "fVRWiDKcY/tN2C6hQUsowNuT4Rei+t6C/e3YsaDrw+lgQbL/v1/pynGOHB5rl+2uiTiBxQ9qMfPq\n",
       "yuGN1riXSAwgJ+3QUAdarLdiJ/Fy3vnqZKldb+T1Yi2+avZ1EDEAYmBtgUCs/39aeE2IxbJHjdmS\n",
       "HFVVY0cXIP3yX6YAF2feW1gT7fYbHImR4rzQGPEA3RfOYgxwj/Xh0l5nrVOW01ot4BIwAAAE0UGb\n",
       "TUmoQWyZTAhP//3xAAKx7URCgZSantSKmd3n9QSVn2zw3fiwcpw2sALc06mtITIU35FX4mAFs5Cn\n",
       "Az1nWz5FVfWj6k6adK6Ga/9AhoFUckoc0tHpACQ03wkpyBbAEaVtUmk3VStwGmkJ7jyTwIU4fEjI\n",
       "GqkUi5+nnE89GbqEmOBNv/2mGN//Yj5eofyH4VN3+OtzG5grS0rd24Izt/cY/kkqMJ0RP+Sh4iV5\n",
       "PlCYPdjKQyloaN14hhk5ppUsbcOYheAehUzlKhqTCuxrKsq9tqmzZ5g+S5aMlIiStmgstis8Oi5t\n",
       "6xg03jru/6uJFUSuNCZBzAf6vWKgc7Moo/jCMmgVShlJYUVMXTnfFyPTKQ7DP7Dn2vH/wOSMO/Pp\n",
       "HCCA3l1wD6gHi+lDeFyb+4gB1JcZmsAk9RyWuKcP9u87y4M8XCVopMbUwQbFPzLXs+ohfG2QVsVp\n",
       "AB2TeMuhSQDD0661FeTRz2BQ9rpP03WUL9XivTo2LEY6UdJc/KgOnJXdI7pYYkVgNnzzbNjJXg/K\n",
       "VGn9pEQFVjnwEdXRnJZ4lclLDGahREi4Ma8TU81iNAlzMe8SH/yqXoDvIuo4N1Gh4VUM9CFaB4Y6\n",
       "Xtvwm/9Z1T+sOGZ+W3aByLzMLCS0nYKFVa/nY4nr91r4UNFBbfvnDeeHDkKRBE/wLEV9ahjfcDlo\n",
       "cFxbB9vVDPkzlBo9B3VKUvPu+z5Zaj95My4xaPjyP8Sa66iRpmqlXxQahgXmRVWpcZUSbmLQvolW\n",
       "HHA2mK5WnwC+rv8UNn+R5vKkhrmQ3J+VxSQzPbqKysUNW8cElAIPS4rcQMcEoPvfeRi6y38qg/OA\n",
       "EY3dse8oD57iU/xMhpV9jnZf5H6RMYrR79I2BfWRByReICfl0thfaK2vnkOzp5WBDu9WSl00jkoC\n",
       "6E3Nb/HX9+qeOH0QEIO54EngSBXmHCfJZBu7eRUW6TbUDBlS2ccqsU+uDVmn8r7W4ilm6s2PVSVF\n",
       "NG9DCFiphrPm6gyeRAlWYGzjFqG5pgwMQKZPs2uZvfprahWoQONI+0x95GKsU8FeJ5BLI6aTT3Me\n",
       "tyPpDc7yd4MeIuJTWLz4YKE/jE7+t+Li28rSReBTdZpzeov2Pq/e+jwj0aCVZhrexVulym8xdGGl\n",
       "0I0jkOMn7xmDsSiCrEpbnMs9DExRcm0GP2FBtYOdn24MWwQ9G1kOB9l0Pyh0W4dgCK8+1esAb7ns\n",
       "hN3eRqGGruCg6LLuorKfTWjn3ePYoYtnNH3Z9QgbyBLTVWQsOKM/Z2C0sOHgLZ7EYYOzUlPfnKLT\n",
       "L/BuQ5msrstfzVDCoIAIFx8OeKxPGxflCovBUEAku/HWY8ybc/gxb2H97aMaWVxBD7IOBc/7V2uP\n",
       "gB3/IHKLHpPTGMrZmoGFmloSHgcIUW0AEOWMLvzyIwEpuJzWM28Jc1eIKlBOR0jKaE/5UK2oPOfA\n",
       "yvKlT+cP+ioekHbYNvUtbVDt1gJ+RrHvxNHpzgjtG8LAaOj3/t2QznPXnjTyHr/j+QAHroJxHZFB\n",
       "AKPpE5q2iW+ihEElfEU2/B8gI1I/vQ7djAr7LexYxR2GPerwa8xt3isOJ+IHZ1zntHOvzuq+GcXF\n",
       "0WfSkeYdepdyinffsL7V78tJ/4ZHPnN2EoLtofjAb40FdwAAAu1Bn2tFFSwj/wAXQp7u4lzehr08\n",
       "fYJV7PBNSsGrgmRTBDYyUxlKTCNys1N9uPMFnqMREcTtT9+VNd4jwACyl6uF71TA1XaJFXaa/A+c\n",
       "+KwuURQmOGHCgmdr/XpD7a4MBn87pZElMrEHwi0abN6KRGhgWMkqQMzVOm0OpGp0rDgnzaJXq9Yt\n",
       "qY3Vl3BCX9brhKBz0EVm05vs2IsWu8yGoSIfPJyUdxkL0q0nN6f/if1JPBAQlIpq26MDaE2W3tjQ\n",
       "OcXBFvlW/lGrqEJCv0DfQQNxeLlYh0d/vDyPbqDFlGXMiyLIm17NwvoSelp0oIjVaGQvMFQuf4lY\n",
       "HH0D5w0hCWPqYZNQpDe+Wv9v1v/O0CDkUOZyE5HXD8t0+rlIbi3DTrNOPC4kkMTytIu4RqB3CU9O\n",
       "61sKB9FBLmeZXqDt2krX7E1BHkxAMskkXoPYxgmvde40uK/Bhr2pNswNB6ezQVnCMeIb/8uDwEJf\n",
       "/RhTazgxJeqAztMhmGxB0NnjvEJGPY57ItwqrCCw5OIehJvb0zajDnXAANDMeS8MpcKRBbm8TXDi\n",
       "jLl22CbOcCc+17ub+is3YO+af4981hRQyObGcDzkQATu+a+DA6/JUP64lJmm6UhfDgNXEDUxhEqi\n",
       "VIM7sAVjjy4oKMKbVzRUxdrXTTBSq1KlfgB4j5Ng8zN5THo2QPtMrnl40hueiCjIG4nsQThZCLy6\n",
       "tfb0aY5uERbjmdM1LxoAm8opj6EVnb+NohxOms1XryizQiGvuI6i2GDBL1VliiWGbKbpUPUezncP\n",
       "M0eVreVzyLIrXsgrzOETWaK6Gw9cHVEgzF+7n6JHQA30s+ROaRCAEfYReturATAx1eAfzkkFj+A6\n",
       "UpKMaUpR3acomgZrutQzeaLjfJBpxN4INIt6e0UJC0F5+7cKDyH/KK3w1gyF68URwKhUdZ5q8aFV\n",
       "N6KII82B9Ww/spdnNQ+ldY3KvqjZzw1ogCw1VbnZ4wmwzhxNv++K6IQi6ZiRgAAAAgQBn4p0R/8A\n",
       "JKv3+UV81Z+vG4g9dkFk0tsEWEKB6DY8wUFDBmyTUZHpEa7KtXHksJufzeT3WyKOdSi7BEIIDVsM\n",
       "xoACY0U1puTLa2c/HllG0t/kHyV7cj+yZ9L6xBRUlzFyaDSvYD0oqNVsv+I7ZoObePykgo31ervS\n",
       "z19MI69xKAxp+X0PD62wEdJBOf/R/xk3pnxOPiaAf92DRqV39P/Kvf7i5fBNrEWrcs0tQI9aurjp\n",
       "DtzFwpxGmIqobLWLLB5EVq2oTXSLn4eZ6g2ZNOEZB0UAVkB081HsM0HHih403nxiQVHUw1BYgXwk\n",
       "g1YhaMJx3E3rh7p23/XLFAbam9X1RAbktEEZ7C7Pog9fk09K/HyneZulYMCaQe9048sARne04EV8\n",
       "oqta5Kd7Jw5SygQo4YCo8jl8Y7dWGRf2AyJyUh9LWJ9bYcwZxNP4vqmthn3ispzUog/reVNRqAZa\n",
       "w8vR2wN36eXZ9DhgVz89zyBjmFxBbLdBPyGylDTXnmj3Bg2ppD80S8moR2FHqxsvMlxAAPa4Yn0z\n",
       "Z/N2xcQTFv0v+AFZTMsvi2UeqnO5sbAOVkH1QGS5IRyiF9UTAkTzhLYizxGFvJ7B/V2j42Yn+6Xm\n",
       "80TKrPA7qoyWr8rIpsQlf5Blk13JIG70mnchrh4QpzD+bGDf/lhT1T7unyzWZ7e8fu4gK2AAAAH+\n",
       "AZ+Makf/ACSuNSNu4OuOz5NlD/TImRnLdxBTtBXd4o9Y71XQXiGn9nfO8kSDuPUAHr5tCIdIUbx7\n",
       "Gc3pHSTAx73Q8z4doflBMN8SsjIQcALyEmkKwyDWlk+RQDu2ahbAhQa5lIZPn6aarZzozsFUHAi2\n",
       "141OCvHBKnVvSbuDaaeISkTeXEb3gpMf2GyVH8ZJFgms0/w5W89kZQMo2V9UzE2X75ywhTvXMNgs\n",
       "9W3YlW8UGJADcGdGSBu0qgB2eOn5Xvvg50VWGjNPTrIw4VfZOu/uQYfCIx8AiokmQc1wAGt9jpgu\n",
       "WdeB/qEQlv0Rj87HHmAm9JB15XgQXzGNTmGtGe57uY1Kjvr4jwx7wA9deGH6d91UzTmpzD+mQJ14\n",
       "q7kZxxYZE9MOVjj9OhNW6e1E+G2GItW8PlsSMUhfzfl0Xx7LYvGwjDgIfEXYS2ZTk3jL/33agsGc\n",
       "VqUBeCGIlOk352HWauYyJnpPHi/4OZPFdA0CZQYSj3qkaevaaJNs+uIqYIB1lqdNpzOUQR/dPap8\n",
       "90BIVT9ZR1ASNpElbqBe7YrwLv37xLmTLlsyhaqo+gKGWC6UYQiVM8J8NrCtPIyJ9sBF91d0kZAd\n",
       "3TdDiF5eWMLneCUbfKud/+nOuDMuX5+pa8+mhVqcivPaHBpfwjn0jSARxU4d066UxU4s4GpBAAAE\n",
       "V0Gbj0moQWyZTBRMI//94QAENflMu/zbUeHXZolif8KuavJ4wrAD4QAmTg3d6/Oxtv8hQt+93kYP\n",
       "8YZj92eoT6VwR6S6OAjUUzVETNd/Vgvyh0xcCCon9Z0E9Bxyu5e1dH31kboKihA+6lwA2SJXwqmC\n",
       "KopPg/In4nC19sLnGKRZkoKjc71bStx2Sj52w+J1UXeM2pRby0N1d2NAOdxz7Sj3Y/X47ni5T/Sz\n",
       "qASV1cl9pInO6igtFBLii31XFrmA4cmTdU9wgYa/XZbLKxV98OQGLFv9raXqjgTjscY/OB932RnQ\n",
       "tcSBwbHBtimHIhDdJanRf4aPR7SPE8qnERXrX8Q+EtR4J0tbq8Ue9MvpN1vgjRiFSpQbGcrDhCoi\n",
       "SrmVrDA0ozp5mKOv8WKSfKmE2Y3m99sJsnFkvJjE3GbiD+5ExijN2GH9Aq/YrkzHTsdL1L/NLGdh\n",
       "bvSVegmn0OJkfx0OQgXSqR7jvaTn7aw4YeQz/GbxBFfvdhRZTLoJz23BF5mnz94VpapMA+loY6iD\n",
       "nDTUb67i6DZS16tKRnDGLbaCdYkiINaTEZ2rvmaOOaqIw3ar3tQFqGbAoujWhctX7rwzGUOZgCOW\n",
       "EUqinBG6NDVTde+HM5oyc9YHm5rtMFOFQuOadMinGvJ13qHt2FPd255LjKsMSuKgkOwLJBLta0um\n",
       "e9Qs6jLhwahthV38xYtItH6K3/QHIjE0wrFvkgO6R2OC4DquOpogCvsjb3zctQvjYO2flz6ZzEux\n",
       "Pim6tZ/68OA6SW4AIom8/YH0olAB/yvopsMpjc5cW5QpRlbePOKV7LP3O7ItxqjSPXMctxTjbgpp\n",
       "e0oKUedc3A2JG5jaQgw1Bz72IqEmUwRW9aWTP4TywU/lXar61UNpx6KRYfYzIg4bXlam/RSbGyEX\n",
       "FjWVSAEID0dGUUbutRUWGbMtTH6gYKEz8QDO3FRspLhUedU8xgaCKJyxLpO42cgXa2BFBebWhRKX\n",
       "1fU7rKqF7Wzi0hYPDIizNiRMH8sC6k1fwAoLco1MVueRODF1fQeFY7kem3CbJeeIxoQoqjpXc+Ql\n",
       "LG04JaqhdoxysN6l5hBCUEPVUVNJClc5cKpjRxsXwDsaYrHXAgCjerFSROjWGsWAva3vr6TVeMCf\n",
       "ighFivvOPqeKVlxT2cvZD0RswS5mHoRWuUUiHj9IMSaxtMBVEUB6k8dZYRhQUYODOIFGTjGQVrnu\n",
       "K7iXkkG11scUd8cLqJVB0w/94ipzO+KdReTbutGrVwpFtvEN69YgJ4efHmFQMfTeSmAZctTmT6F6\n",
       "JwylipCgpf9+m18RqDGJ/QgIy/7npiDLzeLar30jT1myj5m4WrrCjyjRyV4E1PbaCkW8mVYtULxP\n",
       "N+EQdw/ao9TTT2aevju39u1uJ6PJI5LKajBvW9/W+d8fH67dPMaveCUqfqVrt7LjFIOJykTq+ngc\n",
       "GRTMa0AYki459PbuCn7FjQNAEcVzTqMcyMNX9oEAAAHGAZ+uakf/ACS/RCDrqpNR12RQ7BD7ihGk\n",
       "t9UedKuLRd2UGeeWLaeeYUTVF0OqO4kitMQ4hxZpqH5D6gA+9SGoFj0A86pYs7zwzGPCq6kfxh6Z\n",
       "Smvb8liCCaVrjV7vIQRnikC+ejz6kJT9quHvm3qArIcuNTf6sTtc1ZhoXn94r24L8nvIH5IkbO7A\n",
       "KGAe0lkvcZxy2f+POelJk/A44HCPioKUu5WAl5Vijdc1ed6qsHa0L0R/hADjO5ZF7A6FqVnbjDUc\n",
       "BSSYJUfkPbs+4CKS6RaqRJ5+ytvR7MtpTMAVb+wrBeHCIza5KJAjs6wlk1BfpQdGBLL3NM31rLeg\n",
       "M2TmuG7PxQpEVkBOS6cPkd041uuY5+UZU/rk1haJdE1YypU3XFdZccn4OHSwWHpIW+UHxSnpjGwo\n",
       "O4RPWE2eUZEkcHBzuT6qALF+8FkH37cMeWh6lvDbLKNF+c6GK2lUhjPSOnkmQ5WgP+GMAZl8Qtnz\n",
       "WJL/aLdOZErf3wYSC5G5m3hWMekI64L06aHYfDhWytuK8oAwKjF4Q5HE64xcUXCQFT6EqdioSrzx\n",
       "CSDJiaYHGmTkauUSbrl/skafKwxM/pnR2AUnAjhDPwAABgZBm7NJ4QpSZTAj//yEABBZ0Utwwqnv\n",
       "/o4cLIOoIHdSundExkHQnO5SXckceqj3Ll5nT1kuQS/YTIt2gyJwwj/1OhiiZ6xddMy81pRVN1ZW\n",
       "fhUI5i/im/lV5OdawOKS8TdLYSB8S72nmhGuSEF3yZ/gCcNS/S+h2wIF4NrK4ML/kRgD/LswMH8v\n",
       "mNni9bcGJXo9PurfAwZh9/E/S9hXEvI85n0QEB2J6s+JvXL+bQgTTBm2j7HZs0SBuv5Ww+EYYbZh\n",
       "jkizY0xxMgAZt8lj3hb72v/YHIA2rNZ59QMMqT5xDA+NaGoUvwLuEZItNd0ehCBKGMmsq+bkyaeR\n",
       "qbg2K+81EA6JujbrUvu5YxHPM0gHPJx/xDFUIh8QidnCNbn2QZtzVGZEeZurhoZW8HSzH93R4SKN\n",
       "P6rkzQZxRWbt+7ih48B8BNA2+k/54KIJCYSmbWr5KX3mf+ncrDUEtQkL561Xl+hdZm+0fDybebFP\n",
       "RBZhDPOe2bk399tYTYoXN+bNB9hfKPcmNNUe3k0e043kUM+ZFGssP+6IOwbR58l7wa9ZkUDYQ9jZ\n",
       "jaLaEPCO4DV/zzhml3JJTV0hOfF+uRT+/VEUyLuTPcEQfeFOhU1pU64sg2/J/UwD9hIINaqh89kb\n",
       "dGxM7cVAWR14Ac9h4JihxKY01E/GeGgD/jlvpmGy3HP5KPZIJOfapMa5Tqbvg/Lh0oLOCdz6CM9W\n",
       "jc1UnxiP7HWUoBAKhjKAupBCBZB7TzQOu/L4bkjlZdxETbWonA5Nk5MH6N35gtaKrvFCfw3+/TCa\n",
       "0pSl9cmtX2DMCE6Y3bnXs60otQvuT7/RpxnPAszQe4IizogB3XdOvDLPY42SaKwf7PCMVwG/WXLN\n",
       "EgWS1CmT4tJHDczWFpj4dynpQcW5dlS8aaX1CfFwb1WbHdfMT3IpQb0UIdXc1KPUbGw4K1TWOm4u\n",
       "pS/bOFkeg00AApyzqIVgF8K023n//gtrbxjpOvrAhxqLDGZRPIiQ9HwWbrNrA6oUUZAqqlYY8E5q\n",
       "/lLLL+ExYLtsrNWLxHygRP9kXGMAE7sQ52env5S0+LpnetpbxpICGXX2cTOUFnNAyrIUV+Ayc5pi\n",
       "0vFImZ9stw2EK0r/kotvCziSfw09BPB2RM38QjOOk7HHoCbqsIYbKksnd6Sii+Mj019VnIyVorao\n",
       "1zW+geUX0C8/Mos14SnwAOvtDpuxKm5C5GZMq27//614KIbeBG4XMIo4QOR+lUrjzv6dxHGPs5Cy\n",
       "F54c/QhnBc66aRseNhIaC7v3qwnhpvxzNp8ApsnME06f939itUVL3jh4ayZbc2vNbt0NyasIu/FA\n",
       "z5VuWn+IPReAprH8fPZicLW08FnYAaL27bvQ6xlwwA6Ku85VOyUWFmTpW5iHD163ZbLOAaSxH2dv\n",
       "kwEtvwnmRd+uJZGUHSqnRsMGHtPc9vzzJ2rapGssBrQlwg8bqCkrYdpbeB3adA0r8ubKWhNpPb1Y\n",
       "yjWtIZ1G6BqlY7umXhRK/Kkm1TCCIRl44/O/FPdT7HEIWbjWX9sisDVpUMn7Kp+YCNFaqdpgh1lo\n",
       "R3GAxQDHPpNs6HeAUvMxqR85I5G9mJBH2VUJnkBmAFABxeQyO1MX7RUrbcz+35aUsMKSDCu4iCyS\n",
       "plZm+tXXDzjHouIciHFYWh9vVnWF8rRBX7J0cdKtwBx4Szlma0OVDMNG5l6D0Ct/J5uEjv+JqktR\n",
       "IT2xZRV00aPvWC+u55YUxWjQTwPh7gWusCSttx0X7oVp1Rbchaywt3YHP62NBQnJQhiUYzBCJuN/\n",
       "O4Z/uB8tBaKRNDzW/73xTLK/sfUmrtgtakW/hiIyK+YbsSKlteygVOZ1BXRJsEEBwIyee7BHPfOh\n",
       "KgRcHeVsaxd93r7cs7pfWU2cp7soDpy3qNxBXuigZFmPPoW0n9qfXUniNsp/jbuK0KNnPFsmmTEz\n",
       "MILab+6tVYKPhbOxzBJgfiFt53Hwj2OipU0JMYzfdzCmgjwR9WnX6bgc0Qqkwkm0oNA82E9BFh8o\n",
       "5ZGe65XX5c9A0I/dezUlPZZTLHqNqx9KgFMJPtidn92OoJLtZ0cAAALlQZ/RRTRMI/8AF0MtkfdA\n",
       "wm9L+/Y3JFSCMAOMLX+P//maDMlFi7NrEHexi4Yvmya55Pe/GXmVi05ngpOep4fKw5ceHUzmXyv9\n",
       "h65hvx/97/w75HHZjr0vWZNwVRH5683ylXE5IgjZTg0fvPr8222mX/x4PRGaWJKu0/ay1WVwkDq1\n",
       "cDYI+piUcQ9ndXMDj8LSdiVWoBY36k7J5PcJHSRwVq3WaRy7kuae+plBD5dKbrWtGxQRP2Jy+1v5\n",
       "cObs9gmDYhk5R9A12NT9PP6SWZ76XaiJnw50nGWXeWy9wCJm1vu5OjNb5Qqikd3rRHlCChHj3g6/\n",
       "wyO/Bub/BnPz8zZkuSBflevVPsStmJyaf7h/BUnI4QwE7UgX576Ktf/CgJeNoOu1p40bdHOlXFiX\n",
       "ZZlNcpBYIFayHnxqoF9kQIXjlmDo9Wlee7gzbxUMltOtrR4nKrx4iSH26DjDwvXKcQrT8a+iUMdu\n",
       "VvnisKchDaMoagvUDwPmVIMWCFK1UPFjKPizVke9m9+D3RNlwu/fLXy/4VIisORDb2BeZRtfbLG4\n",
       "8DXpC12j4xWI3BUizaVm9w2tLFDroH0UKnzYV6fSR5PTI9zCNX/LiyX8TbEF9VWZI1Inkp4ZC5Ip\n",
       "ytW2KvaTVERdc386hi9fnm7LofAHjtXt7Pfk4fPj9PJc0E6NIHxd/f7vgGeHmKIz2T/oq4ShxiJV\n",
       "ZUKXkt4TOqUM7qE2TUvG7F3um25rgX5sB3tBnckdbe1V5xOlKD4BdH7uk2g+wFywpM6Ok7xiFKfs\n",
       "fF3x7g+2SpsDgoZXlW7jIi0X0TnP9S+oqPPxKVY5EAix5K+vY1fE9A0+TW4Vt3GT1zU25QNO0AbU\n",
       "lgEc+Zjjrhqm/TzFxwjgFSU3uhIt2cpJtnPxojgtFnGTjB5erBsfwypRVO0d+7isZI86I4B2/TFy\n",
       "m6wrnH7G79s3Ahb4cmvkdqtuQMnR9dE1sWO++b6Yms4Fiu5+ARfFYq2AAAACLQGf8HRH/wAkqdFB\n",
       "ZOC1iMzqkH00bh712bUhnjSi4nHsPJt6bHrLKcqf5D+c6+XYxQs1wRghdxckgpH2VJNRZ1RU1lD9\n",
       "kgAJx4rS7jUGtkcpAyctOd3Iz0l13+ERBUYafndOL1siXINxWeZ5wm4DL+Tg1LTofdIUwB55BlBr\n",
       "gFnhP+NiMMCDF6ZhwUgoYr+zOZjkwm9xkHJ2ZKDPOTKnNXkOFbQ1EHv3zUNqXOSWYstItK60xTiK\n",
       "tzYzyh26UhZXL7NwS2EOCAQx5XAOTOuOSq7pjiA++Ar7wMfdj3WDUz8ikgIjbWj45q1zI6ryxcZV\n",
       "yOTczMajisDAnBJWK/bhKvdUtTaGs39lQUdCvFb7oBQtMp8TiTJUqneB9W2hHW5H+jEX4/n1njp4\n",
       "SQ3mUtRuIU6NXLKQI+mdxDplEjuvoSsYpBSbO7uODPHT3Xr3Spe9VDqOixaZHEj3XsZnYfqYhk3Z\n",
       "y4RBpwLzwLN1UV/Ut0gXsmSVLHOGCDA5wum5XNBALEe5iO9DTjcaPRl4IY22KJZaB+a9tFcloFf5\n",
       "5XQ8nlcQ9eSBFgs5U+MT/siJMHNrzYHFuCQOu3qMF1p3pkhryd398kEU/EA/J1Q6hs9rjJtRuds6\n",
       "8umphdRBo29mHnFIr21wOC9dV+z9UO/Fs9MwWwIfJpsUT5FkwOFqUq0A6kBWGHlNkzsdvcKl5Amv\n",
       "SB3uNGN5k47XBesv92KaXBLszmkJZEG9ZDSLwVWqgEvBAAACEgGf8mpH/wAksrP1O/q8hoXonC68\n",
       "AAb8+NU+atufOWKhHyWkp/cQVUYnPmz7o0I79nQVnhQlX15oOcHI2UQK9ka564E+R4L6JAyDhArJ\n",
       "U3wDhjDTHbzSdShkhtLYGjsmtn01eEHZjpTSIW+FzKJx/K4kLPupcJb27fh2bd/UyiPWIFtcqxsW\n",
       "Z3CNlrJEe3FFLBFtJPtd2mOOeiZF7yTefbl82ui6aRvTc4sU8dYRgHY/0khrbcr/B9hLzK9gNPaL\n",
       "e3qj/EVUchgCMXLO9ZteeEdkOuYWVJPyqEhFzwpKlBIfToO+EA2mdzI7GWKJls3xatQXZbwJ2Yzn\n",
       "MMaceK/sH04DIqoFDOubCNpsS6gBXeFng6G6lul1x1izujpp/9GybfcBeX692Dw8sF7mCuA7/73n\n",
       "OmjHKRUmzu/2CMng2bx9ccXdRk2zSMholNzcaCYmrXEXr8BBmULbH4hSnElOSU9wWXuOzxJlCrK0\n",
       "dWZv5l7vir+4b2jFWydyXsJz5PXRAM8/lRbkmW7xIhYQPQhn1e2ijXsn6xOllhnOULCMGWG9p9f/\n",
       "5a10s6kyq1ly7lCDYDOtDlvOBHlxeIO/y4RqWir7myfyBwZ+Oh2zJGHsWpbjUIaEGTtgzbiMq75P\n",
       "U1JITYDsktQT+htormm3jrunob6iFFbPlvpdm95VrP9bVoejn6Ng78tUGxmrUkALHfUo56mgAAAF\n",
       "nkGb9UmoQWiZTBTx//yEABBZ2goL8nbmpkOfWMdSP/twhLEAcKNEeQJVPyZpzoK1RdnRVxSnEqtF\n",
       "Ii01iw7FQbWmn53TjzFDfpE5HZpsxgTrwr/UikWmDu2ZibpMI9uol/j4pJVNQoz8DwufM+vSeLUk\n",
       "19j8w1Kh6U9ege4GaP4zRTmb917qVfPvKPFUQWezydZFEaQaRIQiGeYpWnoy+c4iiCZNtMSgPWkg\n",
       "uCn9f4YUbir7vC489j8kkbphraUxfJ6Xxu5IBxnME1YPXtv1IWleZN7qKbFweYRqqehADvxSeW+a\n",
       "0BmHh1x9VIMKVRfyBhhPtc9OlReV8SCp/aro66xBT3hxDCG8DHVXLx6Nz6xwyR/+wRBB6u2IZTnQ\n",
       "sybLkY86GKjq1SpXOlYWIfnedUaTB6Vb3XDKf1jItzPO7mPvL0lTxymPLQJtYhknZHcvI8p0Z+9v\n",
       "nbq6qAvuqUH7uDVvPQQnziTux/jJhJFuoYdrb07p3HtQvZWuT5u/W4uFWMYdmUr7NylML3IbbdMv\n",
       "udqz74/hKJtkMxUMfNOtLw1k8Go2IIeo6rAABXwLCR5EsRtnp0PGZ2bodVgnGibzfNVsKAmPnzrW\n",
       "qr3un1iHy6BCUaIoLPAcyGM4j3RP4jM1iW0+7oevXUw9bivzlaAhLGS0gEA5Us42VR6a7iFcrmlJ\n",
       "/m+vNtZ9rjj4x7pvQoJjO8jVVN07naruHh/tr6sGwedFfX47nbT+23ziIggL5loAL2q1LGcB7q+V\n",
       "x36xndmq5uLmqalGC40vpizMQMJX9nygxaTyOpB5Hjx5QTlUmGcYDI4wCOPRqtjCgs8faPxozMdM\n",
       "7e2H+1eRNNFncWlS++LSuhm0nuqTpFoDrL7vq0lfh0gAMeDCb9vY35hhhP8naqMr6qiOeRjkkfS6\n",
       "UEYKnJIQSJgehxylva7RfAtfAk2EjBcurMfHiMHDXe9DHm0RB3KCYQf//UzmRQ9XWnFqtengzVI3\n",
       "VoqyPHcIlAiBgPwiI5D6ci/4z/+bZmrStCwWEo8X6YX4e97c/O5ru0hax6axcdeNy+r5K0ZoPsK2\n",
       "t0IcJU4/KhH9m7vl4zneQFWNUdQbIN5LTJcRAlkMe6WRkIan6KYIj8ovCatQwiva5JQQ1A/vj74M\n",
       "KmIj4QGTcVz2qLBsDajCf9GmcXvGJBoptX992cu2SgBiUeVwFH8iiSqrUStw8DoSjqBS1ywz1x1o\n",
       "xiI4H2G8+M9kNGFWuZH0WBkTWBBCL+3hJEdvQdg9b4BJGjgr4AHgBabUywxaGiUNXOETZ6t47OIp\n",
       "aUFG5TgmFA+QCA2/GyEIXWinbc0os3D2FLBbzr4DHxBxhOjTV0W1peqWEnD/345Oaf/o9rOtZaDt\n",
       "mhWCSbYRAxrcqkT+XQgokHNaiNM7nThEThKxfyveRLJzyTCrY0tJOtK1lFKwT6samRzUPzmRENH/\n",
       "0K0CzN+rONoR/s+fOwZFm1nrTvNenPyb5kaPhgejC0oSg2vKF+s1CDgbXIH0PpwqFOGBx5UT7Zo3\n",
       "Mqv7qz/EGCRnncT4lMXvgnYvzPbB8IsNPoarRHOKH3Ac401q54OlEuuQ6GY13YNJcBxBAMTkh9JQ\n",
       "sYJcBo5fKYiqaXjV+L7TBi+8XkSdD0O5L3BfvCZ9jYHu1kvHgQE5bvH+eWKwN7+XRWlQsc2Fwnix\n",
       "cHa6OBwF3LEuaw7Q3uQM9FrEMtrQ0k8Yk/6OurS4Y9jmvN4BH35VvoAE2s7bqqP9Ne0DoGN1Zy0A\n",
       "Mwzid6/HMnyW3rfkZdpBsuNLr4woO8ZLFVEhQaB2CMxGUURwBw7tA3N/zhRcsmqL4+rlFJzCnNrM\n",
       "KZKzCrBOnU5YHdoYud9SEBUvAY6TFEh65qC1HvYb7eZ9QaSALR+Va+WM7b0BVPnV6WvH9tu4rvGD\n",
       "wgsH+yD7nwHjnFoN3pwAAAIwAZ4Uakf/ACSxwQgdJW7k2a2lgzco3rsDsPimil+EvRAlWs/ohsCD\n",
       "CEY/zgUk+NJmTYkNCbSiAA6yp1Hre2Bk17WzSxT1MGlL4kpbLHYYmneOepB5Vzho29/9hYPgQeLX\n",
       "tJZ4DBHgXINqcR2yCOooLQfp9KvKSUsP5qktNDFDpAhM3YTtMezmEW9d2wZmsIvwYS/DtJCsRXO0\n",
       "MGl+CfAmI31qJy4DFMCyJ06uTS9gsi2tLLGF9h/mSH1Sk31t1Ou5LdrAEgVlrtEzSQ5Y7ec+39ec\n",
       "AXpN3slSP3c+vbkODqJzpKzJy3nI+zkOshBF155xfTYgXyTgCq8Vog9p1B9YkF5LcjibvrIJQgku\n",
       "FfKOjHMJ+LUXKOPII8SWgznTuQD3Z8mfara7wzE4UqWFPrAFDC25q0oViOZWe5XrPlx8SqX5PzYd\n",
       "FtEgqLXZTioxewJ1Ae6IR4INDdrYUnBHklcl014eQg9aX/VyfQIjRGvcrBM0aGlM8dIfiQ/6vOOC\n",
       "o5nrirML5Y3YUi1MxRcGIIgE7/tRrGIvo/0mYdMfuMwqh30x+R7Wrja6KBqsWCBdk/1lqxMGufhZ\n",
       "vxvBCZmScBrATgtS8bv4S+7sENR8Wc7apECmXWyM9nn39EOuRE6uzC0EA1g0mmRU5ct0TvKZLS1Y\n",
       "oZZlTSVs9/sbtSczQZaFn7SaBKZzJZjClivhIWCYoyYC7sJdrl5OV4TE9LTks/S/v28vNeg0u9Ba\n",
       "3Bv1N5YXZn0AAAPBQZoWSeEKUmUwIR/94QAEE3glNIlW1jRZ4R4Y/UouB8Sw/cKTD6Drj1PFuH+u\n",
       "ZtH06zQKodrIzWoWgK41nTF39xhFHg87WZMCGy8de2A3Qslmr5HJrGrK7p2kUmirE7CREqKhF+9z\n",
       "a/qNOl9AbmZ6HF1VIrhisVCZPxijQqTQKTYYfWgsmI3ZL1x2DzC5az/cL74znWyAvkCCSlenB4ba\n",
       "DYUyTjt4vh7h50fUadVkEcW+ywdrH7QQNd4BhgD34IHfu89Ueo/Kn7v2yftk/HisAsasD+HfA21f\n",
       "MHA/eGt5otR8xN4rsRTwYQqc/eci4ecX87ij8t9ICs4OSVYS1bxJNERU1xg7i2X68pymxUIBxYdr\n",
       "uZsjt5YyHwdEzpOwlvT0KznmXm9oV1ngXB0b6N2MPLfZjVp3/Ic0mQrS1/Z8FWAIK/gG8NWAQ5sK\n",
       "OZvdTqVuCuhKhwsbE7kXngRVTZyLu71xgSlHzdR52D741g6eq19ptTBdFIiOh1OJABqniUCrFcS7\n",
       "kZzEuBWw9Rbt6jNcTOi4iBM76KXyxen8lWNubssIG3UHH41JUaUTKpELaSgYVYNoVgo1sX5TwVBN\n",
       "JzbcGKnz63iQj8IXAjaai2jLtYKb6oA4a/vk2Q90T/fYkYQHpZYlehh/N/eETp5LRJYVyRhZmCWk\n",
       "HQADup+9o2C+ioWSGo5P6LBJDQfRu/OdszqLlkSVvnzNvGij7FUotxPe2i8Ruk+0xuAkGdoPlcYC\n",
       "ACBolaTOJzOi/e3Ig6szNczEL1E6Xb421DyLYrmNl4PJqzecuHZxDG8q5+8oATxdRFOgJIxhrhG8\n",
       "Zg0CmeXqJBweC4FqTyPHlZfO8lVnSfzdUoYdpEQe+GqvXP7+LMtm03LsoKRHNKY51ze9MZ+hfPIM\n",
       "VRdIi9CFkCKwF4gEYP/84SH7e+kNFCfecwsa2LdMXiU5xKoRk9UhIJP1I/fQirIlpUu3G6kEJVjA\n",
       "2eNacUbM0moUjyr6cCfOn9Fq7tJ+GhQvW4JELaxGmMnN5J1tG+f0r9SwfPjglobBnypDd7b1ErH/\n",
       "9HwPzLIBXrAtnkpABXa703rB9TXZ4I6X5y4+6EnBwJRQ8wJa8AfnKuEUy68smHdzIpZgNWZ7Esp/\n",
       "9484IK0a4EvCRnIpQ74P7/VPlTcqOpuZl4MZZ+pDceE8+z5G1/+5S5dPYhQUZ37Mw/j9Tuy74fqQ\n",
       "ISWRRUucCgSLPNq9xJwd6e+OabRs1/iDAaF/u2WDIxp8ZqD4ZbLGMxH0XDgHOHO8QY3iezNzmfpk\n",
       "Sd43QAAABXtBmjpJ4Q6JlMCP//yEAA/ThzWVX5R/a+iZ/3+gkrIs8BB64V4DQVI8XesyUCny+8xm\n",
       "4HSmQWBEZHxZl8Kx68IzPd3izdmiIeqMLHuqbt9HpUNM+tGr/digk32QXgYout95j0tbPdwYNOI6\n",
       "A2mZwdENaE4VidRJu07vppjXoGzUBnvUM1Svv6MPVaXt7NASj+UYhwdvTNHTI08g3mhLv8L/u5P9\n",
       "5fDkhiMRYIEt47fiMY7ruVRSEQCJuMgApZ5DQBFiyG+Cg6CJIK/HdkLPQ1lHqzNc1lrJDqUG/+/a\n",
       "i/kWmgD/jL3IsTaXvTxqUfVSyUUQ4t28r1W3IS7G9hUjx7+dFf4HfVgnQRueqMavSYpZ9vAzhpEi\n",
       "ZYJwW+XCL4j5c69fVcgBelJr9yinjRZ3H6QVRPZTK9kh0F3fcGsMe1/F0AuzqIcOM4gBeyvWj60d\n",
       "GBnP3WQVL0jv5TdGBbuGqfpiPe9GA80V5B76HC9HtJ3DOloaDr3od6tvzM553DgSJbgs8zgp/zPW\n",
       "BE6Q/9sVTblIVsIpTE8sJyuBJ49CqsdeSZeLLobOw5iN3khPfgX5S+Z9O+bJqAstVRx/x0byn+LR\n",
       "Nt2MpLaDMEh/80lkWXakWUTd8MzojrCFCIqV2uS2cHPiuv2LhJDTHWqaUk7HF7YdsOCt+3s+HEDQ\n",
       "a+QrGkz/aQXN5XsArOyMIUvRAwDZdMSL5pErNuRLMyAsV5h6rzLfZaxntV5Q25azJ36COvZtmG8B\n",
       "gy6q9+a/99YzlCfrp41riGG9OLz7zA808CbLBvNM+30jNttftIWK/Czvy19z7xioFFzbRbIxKF0I\n",
       "hFcvT/bvKU/TL8hucaIqBM3jOYx1YizbLR22aRhjVck5v4DgNjm7KCHS88a4JzjQJ90MTBvh/e2b\n",
       "w5NMbg/JqfbY27gsOHMaKLC4ZIb3OhOfoeper0CmdL9EldYCf7/GlHOESKG3VbvV2aw8dHoPGw4y\n",
       "XmMcrASi6TbCtCJop1L7UCLLnWejZaMJ5TvCUw873OW38NC4Q/fimj3pBXYpMIDPzoypvx3UiRVh\n",
       "G7caOXbi/b3G6FV3hIJU4RIPi8HFEOhvR8ymi1HOijCeZTOhsJS4lSb89VIA6mfujQtv/J/UGEt3\n",
       "4bU09aREXRo6G34SCLb7bBTMLLaALDB4vOr4C+93Cq0xt5OPxz6hU+qmMH9x5CTMHOuh/4ye/43M\n",
       "7MrvpNtUV1A4WgrwAa79DZz8JArb8gHVxidXbENhawaTSgK/9Xb+4MLfO3oZhA7AYtamFX7Kc6L4\n",
       "vZtUW+L0YATAeM+gqpt/+jSeTzNBnFRZjssGa/D1SuCpaVZZRrdx8jWW3WDElGT0aNFF+qnS8nX7\n",
       "IBWXr9+SevjWzaceQe/mCBMhqpiOQ8XIgHyTFj8YxuPnMkE3DyRTVkgg8ED0KTBj14wTmV3AHW2V\n",
       "HT8S1vugNcZfS4ybS+uhxHXycGkmNZlPixhkCw2OX+P4BsA648BKEanTe5n55t0wccqKNWGdZk/A\n",
       "KI7JroHoqoqAH8bYEI3XMUV+bYg571kntFGYfWNYTPETVpES6J2x6F7c+8r5bFCOALvxf01UY0EK\n",
       "mgpUlPT9KTbQqX9JPmwXxOHFq08w/JDOnwx0PT5/EjIW/sH013RX4VsIbLo8ZUc2Wo4EPdEDTtWq\n",
       "16Qqm3c2V3sv68bffY65Ua5bcd/Ur+pvE+TVDvtN0tbvKUINjYLl2Ulq321eGIgCqByoEb0wOjYT\n",
       "cN43zpdoGSd1BTfsG/zuqEJjhSFh1epUXbtn3Qmx9dN5j9usEaiBRM2SEfXsz7OYolSSSA5BT4ce\n",
       "/SLp6vYTK6QJfaQgRwCnoMRs32KAF00KPke6TZyzuW5DeukHk3ijaRArsQAAAbRBnlhFETwj/wAW\n",
       "syu08twCVn7ybi9aizUABvxH7ujopWCiqRMJ72PiM3UiB+nYWmG9LfzfUfF9WKzsHOhr2ZGsa0Xk\n",
       "fks6cRKpl3GAoDHDEQMZf7J1jxnkMKcyZ+AvmUgKH09gXiPsDXAPZZDDU3lfRy4ntVKX2E89fczx\n",
       "drexoEW7K8f8K0+yorNbi9/BJb3XOX2H7XNYsYKKhCPl9aYHmoTGGvWre4Bl9O/N+bQy3UyPBuQk\n",
       "wT8JpQ0TsbChnjEVCRgGesagkGCccFZ+oz9AkURW+SlTSE9QZgqUNrpod7+tnxSaGFOQvwn4eNlM\n",
       "jLF4CMZeIQdi6FNouhInjAFznep/bIvd4UecAYutZEUtI7cyLiygDZOHZbKXlY34L9OwS/pXmomi\n",
       "zfqGn5mF3ApujLdBvTEW4GDnk6eVD6LdKKUWvy4/k5GKe15bf8C1HLexpWIyM9RWdl6OLi9/GBNq\n",
       "mLtdKVeztXwKOEzuEwLDxSlc+osB5huk0cM/qZBvgrJ2jZj4yWF0R0H1D3ILeAjUKJ1TWjAVt4pa\n",
       "Ra9onYzTzq2lYp8NXb4xOOfVkPtTk0gNfJJXAAABagGed3RH/wAjwLjfv5s/hPV7THIAC6HXJiCO\n",
       "ViCzoFKiUB+j6wT58m2Uv70bp9jTc4GiBPoiTdJhiRmfPpfgyPD5FjV+NjaAIWJGKIpqIaTk5slF\n",
       "8niMQyW6eL11TC/2Ey4sD0qwhltw9hQmJop7PM+RJGT0WKwJcUsyvEr2A4hzTyH/70pqUZFVEAn7\n",
       "qMOw0JiaWVbJcJ6zR0NP0flWcWiXAjj9j/JYQxzRQD6b5WZoCcpIH2GiQKznPo37wGy5Dic5Nk+X\n",
       "YsvUTC2yHe0QJsp3GFAtUpU7zTJp6uHgHe2QnSGtzyzCyIsnu3OCBGi1XNYGOKr8W8ZCyMzd0B5H\n",
       "PYvk+hCgxq98RLlUvsB4V5m72lxHAqCG1PuHRCqW1WKtMrk5BkwoA/CYzJOhDhjl+1vrdOEBjAnE\n",
       "6ka3IM/zl02pYhFst/vCej63QR4CE73P9RVgffztkIURgCLJTBEUuS7pov5UCt8FlA/wAAABBAGe\n",
       "eWpH/wAjvwQj2LLFuebQitHzIfRssDUXI4/DY0IWYAOfEP3QTzTZjQ13FSiO6WRxvidVaNj4wQQV\n",
       "WidZ1cV1Pt/S1di4dCPHF8TDtON2JS7apQga+AaJiKKWOqlIM3qBxyHbvemnDb0hBtzVBdPNRDDG\n",
       "zmqh1A26tcezQRt0EU7l1De2JzWJ5cjTRxCAODS4a/M5cLDy2vsPcA+m42XMmkmg9lLwo1ipcqAA\n",
       "bHC5pbOWGdD5afighTn7wo86fuC7aqeNB3b0kQ1lUYeUVYD5dX/g8Dw9ruM8wbb0Gs8LpUmoq6dH\n",
       "qyTANXKWc1Pd7//NtlQM/7+iZyR8vKRHrF0Dj9/hAAADZ0GafEmoQWiZTBTx//yEAA/T5mQFLpAz\n",
       "425PtP3IAFaPjmiCQDFIQc2z0WrhbOLJxi96rbqnnWUf/xcDD3pzKo2ZZhrtj3o+CTUcegIA3nqV\n",
       "3NXZ3/7eyLeIyH/NihKYQIwcsdKsC49q2aDOZfBYVOS309O5FV7tZI8S82UAI+k4bo60aIdETXob\n",
       "Eals3kNGMZSYhOCp+5LHbE9D/LqmA90UHY4BQmb0IJ1APtL6X8c0nHwDVsulZo93C+dF3pEPgawj\n",
       "fmtWzk0SsPun1I9tPKBPv01CLJso9q6E4jSN6CBwCbTSreaFz8Sz9/s3Z7br6UsJZz/YgTAx9WHX\n",
       "CTCtGUXXnKjjRVamck3QIg3nr6djBez2/6cI+IBH+BSQ/9mI/n3NhXNJuuy4wgc1IwkI/ojVeoPT\n",
       "18Sz3zNYVLeBkRwPah9qkw0VU+wMPoIyrsnfUf5SU4e6fJ352+FXgvJ+sF++ZC3pVUJHSqXuW7H6\n",
       "NCISPTDZ2yAR0WWgv4mJnitZn+E8AGxvJz3OC5BQ89I83Dbo0ZIDd5j/Yd8X1yD4n7IaM82anyQy\n",
       "Ks1Q2R8UkWsqkmymU+Hb1/AXohjoGu7GZANc2sR4OHdBSwsbiP/qeHUoAsKUakk25zUQbkNTb6ov\n",
       "0jOplN4rQO4PSy/vABqmwXEfb25/Lso9fmTTtm9wP2wTIcDpRJeHH8BywY7n8K1AJ61WNK7YofSI\n",
       "zt5oX3SJ9URmVrJj+Fejrn7o8Ybe/5g+j1agJJKRDoYgafQKpqCeVBQsy3zp6GoADwrqBdji3b/b\n",
       "dz6GCX/99GtsB+e+aUMy51jGem0LHuUIA48CuGYwnZ6TxGKEF4KAE/2aa+yHS7LIVxDZsYZQXMzu\n",
       "QaAQiTGA8QpsGbUw0ReFhctf+2B4n2C8kwUimWRTav+KTNHak9W+Du0dhe5uNbUkOfX1syboOsBf\n",
       "cCqCjjvmfMWnv1LO1mqeZ++9FBDoGReCzUx2IQHjU0zdiWeE+h5JIXdAfvXnlACv6Gf6JRxh1fXy\n",
       "i/PF9aMurTIlhVBlcayTQ62ZMPAVm9fNiO6klBaViQ8Jp74tHV12rIt3TG0JjaHj7/Zy+Zs1nQAy\n",
       "OXRvnmqFZkexru/0jAbPxMyGP+2HLVGWKtbCfuNRIfZAbAL3SDZdlsnNOjWMor9IYWMAAAEkAZ6b\n",
       "akf/ACOuMS/OfV3+GL1QBtkkM07i6LZwR6e3XpksjhYnyBGwG3/kZb+MOqokx2GokT+D8kaI2Aid\n",
       "gAmK0RIc/2ucAGdIjh5J4KvQwiRsq12609OhpsiBausfxJK+kAcVWwJRhSHvgsfRI239IjrGJ++k\n",
       "5O2Zw7PUuoyIoA6zfIlaqdB87yFCFDJ9DGxyZpn009wnGsTaqpV3KIGEae3/OIKM4FQ0pfdLUj/6\n",
       "Z22iDWEyTxDcfrdwjo2vxI+48LKW4jT7CwT71u49OAB1COAreqfPHTOghbwrpgTaQ3lNSdVKLXji\n",
       "rQVcTAE3DonugVMpBemG7bq4lRS404R6xHNw6YJTJsxqxzUCdJVtWE7JNjWWUkI8nloAuSLXP2iB\n",
       "duNnwQAAAqRBmp5J4QpSZTBSx//8hAAP1DUNW8lv/AOn1K2D4XnG7UEamage5g8rqYhPA0YIiDkZ\n",
       "6PrXahebAWJ+EKp20gEDInz1kQPh1vov/9VzCCGUEmBbCs1Iz1IRQCu/JQmVJhTLwCUcK5s2RGI3\n",
       "zmfwdeIZ0/G2yaMsr7jBQ/c9FASqNhYCO7QLwMB+cFEPViz46KUecuDnWC7lVe857blQLBQ41rmt\n",
       "UjhEcHLm8+eTywT9JMwekAlLzsJFLMCHPMBOum+52BdmSKxIRNsjkzee+Jv2qfVUjLCKIv0S60eR\n",
       "YOAaQ7FIx9i13q8dcfo2xZ5DkzHCknbJdCjRpxojDOxfy2m84gRudsXbmk3evRZkBpgVo4jWwbIh\n",
       "LSDnifJ9gneoFMzRDL4K+aofehgPjxGO0BLIvM888XxMcEYVjxYO2KPykE5ZPvecAqpaSglus0om\n",
       "37li4rtxYNhsnO++2fEUdSjgbh5s7r51vK0rRH12jbLKKrykFfhtFOpG+pS821h/uTP7I24XM9mD\n",
       "jL9pLj2QfGuov/HakhTYxkiSKy/3xvbadzEKCjHXIbxSdDUMLYo+SlIxz5RSKqaNns7ePV7oVCB8\n",
       "Oh51WNY9lr2n29DeWw6NKGx/hrKvCSQ+1zsIeOJinYbPDt103oueTariseW91KWDSAoZ2vGQUsHM\n",
       "WVxD17aFR+tEkRcXCe/CLWcUodiZUj4qR2P80rcXvRR8W/dB6FYdUntRSnlF4xZPTXZMcdyP9qII\n",
       "6ut1fEl7A7xFH1nkVFpGkxbOR5sydfkBAOUYrP3VeeP4OAXeoWNCplgQ1sQkO5wosQ6f/uTIHR9S\n",
       "3V6bAdYUPktm2Fvj5yENuz8lMPZlNJLBwUM9tZnLBT5yguLZeGSlXvsoF1Btn2xYPkEfdTZryLb1\n",
       "AAABKgGevWpH/wAjscwWK14zCZKcdVMJjuJS1CuG/Ft38hkt990ImeAdSGpAQDs5ZIACd/0aN3UH\n",
       "ZY3R0NaUl0xPsSw0kdiDusPIRPO9Qjyq/BfZdJu02ynLurHvCNcj0fS4tEpFfWXFnDb/NWBgdEd3\n",
       "cgBCV65LtujiqNNcS+Dx5gYHM017Svco5Nz1i15PgxzM4+GqPzGpKhbwu2o7lgw8G6AKLbosdBdQ\n",
       "TQg2qgZclOJQsyNYkH72uqM1z51u7ilfLggS2vUQXPRJaPlpssSUI5krsBjIDtqenqL9G2XwU4oL\n",
       "ehMgMM1R7S/aP22EEeM+fyX5df9TWmRfObEY1sdzXhn/RRXJ/enUsRAnjNRx3VE98Xb85E6iGuNF\n",
       "ox0rC3iB1vbLAFWEAfKIBFwAAAMDQZq/SeEOiZTAj//8hAAP1DXxuGW36jHN5LsB6mGtSvHVpegt\n",
       "mN/+pc/hT/4+U4O8fyUT8Xiu4l2LIC4eFL4zkARES9NaEK2Uzw0706nJg5TIP+dk8ZYRI48+1g7e\n",
       "m5+PvADfVtUrYuvH+P/x755whiAgli89FWRE/yPe9gPTJCa8x2YnAqynpCzxEJ4LL+u6B1yHS+yf\n",
       "E6ma1MZ2sT9LUOqO8BRNitauFGsJQJyohnrS7zp40q9IrVea6HVeEDZ3NhIH7NmKUhctSP7p7NiX\n",
       "FCgDR+2CAHwdk1gt6AuQkpNjrCJ349E6ZVYn2ezHn0WJSVYZjGOiUmaklKkWtB7rlGtfXkSOKUfV\n",
       "ufi4F7R2PrEmAVkX3QlFyfuBlryW7OseQwNFwMKka93Q79jtkmOHDzA8rRDHaivpflmEzzi9k0MU\n",
       "vj1Rjec9ByfRmrMEY4bdqcsndUV1h54y3ekv7e/tsETzQYziHZ2F8drk8KLOrkdIXRzq7NA88FgZ\n",
       "aLKyE07gCAA+uyNdep/i+iIc3pmj5p9BzmQN4g0eWygos6x2L2Q75S2TlpJVFYIglplHtOBQT1Zt\n",
       "qICWFbJVwRr6BpYV858MJ2k2lD3xnPRySlOA9t3Y6FMOiG9DN9Eal/wT1gBxBKD4nWxWAFETunWy\n",
       "302J8+OgJDA1M6nZPk75/WrnzcLGnb4s/snDCzT96whQ8fFa3qXIODOfG6hx2hhfWWZ8PBZCt/uG\n",
       "l4W7VAqDq3zhzs/3utVpQmRp57PBxdyODS6qbFEGrMSZXBNK9VDIwyW4IP4xlu6rz2Xvze+hOkIB\n",
       "JvHmy+EX3DArnepzwqjseyTgkbNcg9IoQhH7Gn8DxGnJ2Vq21H8hs6tQ6IXUExLqgdgK9kFKp5lk\n",
       "IXTIA6TWDfToXZEXVU+xcBN1xuPF5RLFkXySEveNIfvNT5b8Jj71qa2QHGIg3kkcCWlMjxLv1Y1D\n",
       "h3yZv4eOfKnuw17ffvoQ+pJ95qI2sCZo2L6NFP1OBs9gBAvis87WAG7bInt5NjK9x7OkAAACLkGa\n",
       "wEnhDyZTAj///IQAD9Q2IpzYGT37JyERSbJnxAca2rPAd4YnkZ9wraHwS8jvqIK9ouBQA1JUwG9O\n",
       "xo5wvdBmbMKmxJ5YPBwrGobkUTm8tGdOSWrubvsDY9U3ZToWv++iyyqG/BJTwHXZCSk1WvmttvwC\n",
       "T9vSK4PVwwGS9M6FvG43L2jBF8X45EDo35j2rNMp/BZ+hdW++kVzAmBQcuqZ5K9e+Zmd8NoKiARf\n",
       "nKhVnsTOxNSowMlRmv/Sfch5hzxS8llo/rssqtjb4Slki2nPexJ//sxiGnA8lAc/QRc1kOD/ZsI4\n",
       "HoH3DGkLClsyV0rt6FCS0NCZUpzOAXFdYitZS47ksNkyRGLrEE2DT6jXaJDT0XxkHsr6UuBOAx9T\n",
       "SkRwma05IHvb23J+0E8iRylGF1bU+sG3XScfrGEkf2BK0K3NKL1nhjl0aBjv4kVMq/eqVxBEtY6d\n",
       "WCVJ7zGFnytpdL2lSVS/DFdQ7YjdOfuD4qJ0fh3DzzqUi499+CCDVlKXPrn3J1Ju7sl2RlfvicWt\n",
       "HxDY4YQDntvTIdFFTLT0GxLqBWvqGf7cX3HippiRBwlKuWdFxojuYYY0Y5CUD0zdUAVduR/aJxNy\n",
       "o5FWQtXcJG15kp05bj71BTSNIlP2jf47cmQOR7bVAAIDtzn85HOpQh/1fBEj8xTvRpX07fKOtI0n\n",
       "RGdxxXWcsLov1+LiCxhz0FNw49JeypFMm96pseitN6ZlDVvq8AybM4KTgQAAAzdBmuFJ4Q8mUwIR\n",
       "//3hAAQTeH+II5UF6A3vh+ISezDALowd2BZwF5dSExOHjDQnxviWswEom+VRjPDZqBqfZM2VzJwe\n",
       "NMGHW4gldAxJ/IrsTyDzrKaR4U9on8e/0wskECC8wnSN34/+oS++E1fIyuq0oTz90xYUskTjMnN/\n",
       "XAhH11VYfZw7BgfslWAaZwXM+xJOrpxpvVJyoGjJJgWct1gnI78sirTdgjkqo5P+LYlsAfiMaNq4\n",
       "tmRVgxaPBhKsV62TNy48hCcmzbVrpb0tYgcsn8hVldXFn9JNVAw0gjGlM0kG/PPBkxsxsTO6BFVw\n",
       "4dJixfgQLmswoZGc/Ec55iOGrtTd2IRmb3kBZVuB7mmTUt4ZnyLp6abUOQ3CRQiO9LcBuBj8vP/d\n",
       "FAdc+UEgNrtPxE00XRz3mfa5HOixDj1EO1jANLUcluJL7IGqpNgJyI64R0KhunSXzf02YM0PR+SI\n",
       "BPVAdI1bZOTAMr0OILpCgRmJLfDuM7nnW2vRtm16XUzHc1optgjnrzmNOBbV3zeBbzkIBhXfYNNN\n",
       "uw5qTrNoL2DmSuUGZeIJ1/oJ9ctfV66MQS+EtjmhdO97xw6RM1SI9y/s/VC771JW+DDD4VROlcMv\n",
       "NKpOiLJeapoTgRbN1E0kvFYJgbcwKBOcW1G8/obxaVrrRTGNoIYxBOxMzOtiTwq5XltJKwJC9mbM\n",
       "7fJViVrgNc0oHgupPSWXgFY2uoiZbrwEmdnRDqy4BVR7Eo8VPHPljIxES/BIFwu+i1A6l12b3hgE\n",
       "Xp4RWh82k8OXsluS5uM/YBOR4Oo/TM9KAC83S+zClHZTFrWdWRPLHRwRrAJoKR0Jb2ullDWAGXpo\n",
       "4O2ggLiCv0qStaMdNiiDfLrawiw+4Nmrf37ZFVWQSr0aHZB8cc2YzGxHn3pGd+B1QWVDbSsHcHH/\n",
       "PkJu6Dz6H1lGAJSKXiX9CLZn9bd5adaoOpKsBxxaFs+zmw9r30765EskONS/OSKkdR6B5QosSk8q\n",
       "u4Jj5oqIACd4IBUViqDjGQ1qyntgvRpUtgakSNE39c8nYkhfmDJvGPZC7nAqOm87atpDNzby90yh\n",
       "wUEYCEJxtHZPq/5rD1MwAAAFKkGbBUnhDyZTAhH//eEABBNAuunRHVkhZ1+CeoyCD58htoNY7Xxx\n",
       "OcbUAOHD73964GXs0Fi/yLlbf+UuGoQb666NZxZOgZqMD6ijWqDZ5ji79J85OKvFHqkfco2aYQhl\n",
       "WbJCaihG/4jnO9f4ZEcs9stiOnIihukqtO2aunLFGJShhX72PgtgxbZ9p7FVBg+PoSy5kOeqHcTM\n",
       "zbkkGS3B40jByeu5AVfvkCYUdcm1+s4/YEpKy44Z7lVUSkHiVhdVg8uC5DX/08Miqfs9eV15grDm\n",
       "0jbQn4sFe4He6IvON2egAMzCthsDgOJMrqzep6xXbfxG4tkWZMuBv3f1ACTPQAeIP6B0WS/EPY/J\n",
       "IdO+aoz3gpcKCXLvUEHTP7w3iG69Rhqn6fzQIvYMkOPQ205e7lBt5mkN9OQ2nHjvUrR58+AsOyj4\n",
       "ZR+OOdhMra3iYrdrsYK524UQMgw8pCiyiVOekWBEvk5v2kv/HUoS2ybYQ5DXXd+GEQ/zWEmCVoJB\n",
       "qkCVo01gpkVG98vfQyF2sBUZrZgYw4tETRRqvKDXrAU0Cxz4lIuMqUcnH28FqFqeOhrjl5Qf2072\n",
       "ibnEVvrAFag+JeomS7w3/NIupQud9Yp1cdjNnWWJ+WguXBqkHueZJilXF2P4F0TMKOPUyWQhCUDW\n",
       "6FivZLF+SMLTXxqUdOuW5pxKwOZx7rxcV+13EmjFuc4AdYS4aXKf0D+peT1hJ1gvzN/RiE4njoKK\n",
       "sGYEqif+Ht77e6L05XlgB32qjI66Q+3DXMbYDEhOQ5QQijv+wV86Dkh7QZsm/vAEa1t9ntsF2RSu\n",
       "WUYpchKvGxzLuc+CW0f6HuJRQywYyP0zR3crk92OOkqusmqssb3nZaQpyuz4vnC+BaN/sVQ5nqvR\n",
       "wDw0N5JP7l6NxCWyek4+fWTSUi/Ws8JP9d7RSCUziSZj1oIZ12PvwdjtlQmuHX7IDIWOhSH0URBb\n",
       "24XeAJZONyoL5lXEdo/JgQHWUOwDa8fwHrk6COX0SZ+BqRez/P2sD2eG5OZJyqvxlQ7DTOXBE9y2\n",
       "EnIPol0pnV3so46vF3T5VyrmnU006HScEmR5MdmuE4SsswwA4bMNtjpymyU8QQBLrd6yKZgozSfZ\n",
       "0n3s5/VW531R7Zy2JdlRirnwQziy+3X8Zjt2ZbmG2F4AYKCOP/j8YwWB/Q6vKy/ZXSGxD3zKb6FR\n",
       "nH4OKIuYQ/90r8+CqRcXlz8fq4LDOiL9ljND7bdVqCYe2T0Vc6rMfOBz7Skm1n9LyMrV3Pqd8y2E\n",
       "5CC1O5oqiYQb/qyasVn4JV1Ou/m0ii+xq2QDIuU/U/OwqMvrEA5CDUqXJGbu2KO80HXmwuAauFiX\n",
       "MMLhc8wzNaVuSiVpwP9OZHjGwaRS4fNJiFKSCddi62ZHATmGJ1OLgtv9IuZbPpN7gffA/YAEAuRQ\n",
       "1ZD1EyyOSio23WHZAcsLnWuQ3lUYpW/KZw8cpDPVRjyLQc3uAzsH4Tiq9D56jn6/WpdSKwPQcFRc\n",
       "JQsUbIL84T+A2YQyIsTfVTe8vxIBFYuo3ntlQ+szOx+w4a15p1vs10WlajWBCfGvWXobupRQGQCQ\n",
       "TmSZGcfQHN+tH9+uTb2yHgTLwdM/2cGU6FypvEjZwFGqHVzjFBO87e5sKFa2dvJ8Mf0VXS6GUFHy\n",
       "UvERd8+uL1Zpv+AzGvrKI2+xwkNfB2TdIGFqxFuzRkcDT9znCR98vNInCfmxkdohYMIdJOZuUSqO\n",
       "TpWhfOg29AkOB6SvVlrX/awosHub/g+HotXJ0MkxAAABn0GfI0URPCP/ABazLZBY9OPfZK7T/YQg\n",
       "TlO7o5UmmlF2fjP0+Ktcle2BPsFgcmCFp9BTGviV92tvaZL6d87cODMRu+M6RpesdYf8Cy+/winV\n",
       "zg38wxL0ig2kxhRWv5bIhi5uxDGapFyavo3qgsBOMMl/o/JP9TH8yZQtG5Dl/PYWDyPG+lvkYxA5\n",
       "cwtzLC2SWRL2hb/dOOmuC0mk7swNP5OU8y71Tu38afzVrajWoBfsDYAU71fjVWiZwCEwSSSHBz2O\n",
       "elg+pi+84pNQnGVCyuRJCL/GmsaAcP5EJk9cyOY7lCqQhW8fi5zhCSS6cdfAZlufGEEYAB0aD88H\n",
       "XFIJBMjcY2WqHcdTux7ctgbuC18FQdWHuHpQW/vAaWsg31XU/AX5pAmeNvCFb2g+D94oweOdHsQC\n",
       "wYQC6aCHrBZMKcUV/0qB0wJSCuo3wVAQygTuRdPv48T/hkbN15xQSW6ugqZOeAPGTSiJyxn9yAe+\n",
       "63Mp7+tQvb8egzJDmYSehcCAfgqVBT6se96NMTKfgNFyUGVzX4iQcLvexhbW7q6OamgAAAEbAZ9C\n",
       "dEf/ACPAuyhyc8pIaOB7U858UlPP3r00oHfxyYVgdDw1NmazWbsk9iABDITeAesviI3cD4TbO8XC\n",
       "FiERd6WZemByGGbkb5/UMwGbb8sGaB3XYqN6xFTxtdHphBGEuQqQY3fclaSzNPzKl24eMFOqwPKu\n",
       "BSP3Bfb95UUZIUDhg+YnsXsM34I31uYA2rG3Akzkssd6fkQzlOjCwdjXSxMXUCYjR+IRFd8YCz0Z\n",
       "/vnY5VwSx5c7dzAL2HqOg4vbWN0oDw0cggiv4VqKe6Kv78pKgvBei3+pHLUrS9rp8VVm4cT4p4XC\n",
       "CWfOLglfYirD7Cm1BvJqwLeKGW1A7PPV085tZqhyShpL43wRUSppCNv4WuBPzNT9lfAYsQAAAUIB\n",
       "n0RqR/8AI79EIP0xi6iojZmZpV0sxtdFV80Q1D9hR4XU26q0ce3UTXubZ0ftcOCWgThwAG/ykBdT\n",
       "r05M9E0hN4/FKGbjyQzTFl/9weEsBxatauPiauEUvRkI5SS4kN29vpNtjRFTBGQiaMjEiN+dPbYF\n",
       "2SOIeJ1PygqdS9GOVKPV8kuIjeCeKFzhMAFrNT9sBt6SXo0TACEHSCki5pwv4pVLdviNbwkzs7Je\n",
       "t/v38bSi26Ynu6KE0toteUY6wmCk0fFxYjETC4ysqhh+MYDK0Td2jsob4SjRIVoJJDO6h2liNGhA\n",
       "SirWPfhRVdUzmJ56qG/Z+5Q09SNiaIpSOUgxIF6l8bu5bn6KCgAbEJNlMtsP1ZFx3wrW0HXemT2l\n",
       "sYLlEMtF2sZbR5Q3woMFfPvpciS1B+CKu/jP3oUtGozoiBZxAAAGjEGbSUmoQWiZTAhH//3hAAQb\n",
       "4zQBS+pVS5yiqw2QijwRBGgeOrqZxYk8CFp5tb9x1AEMq35Wh/esgAKylRKtRZ9the69Gl3bCHjQ\n",
       "8hfJgdgV4TVPswx4Kr9a58qZEdVmerlTXGSXoTqpfb3YI94zpmb0VnNyGqNljOLhTX6UkjgXqRx5\n",
       "MKt2/xnJhbDJ6CcvGJqz8k7XiB+zJyzZK6L/UPvyNaQqTV/qoL8le132EttXyBz20zpk5+F64VDj\n",
       "s3yk3l7VWdu51WZMG7qpOBFsHWRE/pkWsLdYJrAp02eyfhm0kUcX+FNfTmhrx0Lp48DfsCnT//Yz\n",
       "PCbi9Ar4ib3OmyqNeR4pC8LSezxVQl/HdOEs5zqYu3DeBJZ0ieit0Kjoef5HmmBcx65CpqfsPtL8\n",
       "4ijIq8Lu5Gyr8O7PpEF2tn5lEqem5yYr+JuL0xGiyLX0e79cOuQXyXO461KhjldPgTSJNrL2vUa+\n",
       "JBFOFECUl5OHBIG9zvAknU1hjUol7MBkRe1t5JmPi2IyU/R0/H9F+4vSrsnk5LuWrvfYlL0c36/I\n",
       "W+N+NBHoI7ydrPCfE+J0lvrRhsIE2yVAUpRA9zAgnrigSuDDuD/FXKBZwebB64+ERoZfIMTQeyOB\n",
       "vISI9KW62PKP4YaNnXIsnxKFyyg/muAu9GlAVsXTnI02ej3fyEUYMS22hZYvtQ/Yb6XPQnwpDlRO\n",
       "mfTwOmYD+D86TzkrnsGfPigw8kKkStkDA3SaHSjj7tm1QFJ+StS0B0XPJ/VNdYuGm3GGlqBKUpCv\n",
       "war0ppK7Cb2JtPN0Jlc3F9z5VFhuMHQ09Z9brEAgyW6kZEVftiM74o27oKDXSz4FGifPrEzk1kmS\n",
       "+BKwl9EWbPOz8i86aYOozj7OlfQpfS/dTq2DwPLh0IFznrBs3HjLDcPFTaajHm0YjTvyisc60WYO\n",
       "O9tSqmrLnk0k+zXRvGPMWpbx1Ybfnm9AJ8KW9JAlvZBojiUA164bEDY+LFPukZcvggJupfTwmQl5\n",
       "LRCyW4pSlKKUb4f0yo7HwMP8sGdeAyrz4j0nYjU9tfR1dSOVLuQkuz38lRobtl/ptncyIVGSMaj4\n",
       "ptYH901sVUYYbuVUAQFtxil4ZVFImSOkHcaJ7N2nu5ubOapMqJ9Zk6I+K4Hi6ucycm49in/2Z4lE\n",
       "Y3RyRHNbXR6lq1pclp6Tavell+Tt+LAWiWjIBf/NkkXThPOxsFAa43HjiwZxR/fqMDDe0bAd4444\n",
       "RbTvOh76vh9dP8olLL/FLg9uV4u/aafnjukSWnkzQGDVpzkywqnOXhjj9YOMQyhi0ROJ1q4R+CKe\n",
       "VYo0P8bwX3+tiGRettofnAbxJ2AlIHXW6RcltSLKk79kSI0sOXb8wf7Lamfwr0cNS6FLjS6JfLhv\n",
       "v2Yrpw+mOwAzyk6DXY0E7mDKP2CacPUYwo7cR7SAL8IL0f/bREj5ABPR+yLWyaweDHzYFQWGDZrO\n",
       "ejz9ozWzob8OaczktddKHs5T8XU2/3a13T6fu1TOm9rnvXFOGyoDUy4+ca2h1D+eSpkwaPV6LXNt\n",
       "6ov78K/UjmU43CpmgUSFsSonssfZD/WlvLrUxF3Fb+P9gLi5uClc9mZYVG0GMeOrnKauVzSv5uZ/\n",
       "d30GZU0BYTtLXWL7a1k3X2T0q0BIZ4YuqOuuVqKjvKci97CC0RxW/THE8c60sEsONO/fTc/01TKX\n",
       "YEDgl9fFb9j1eoiVrjoJz92C+g+AsKNbjqivwR6d8Eo3m/AbBiXEskIdyo6yrubo2oWEsFNtV6dv\n",
       "ybIJ3VGdFMosa7erGZXI0bZGt/XO2yaYyDJiFocq7QKbNkSxnvgo0WVne0UbjU+w9Yn3Pk35Zpzg\n",
       "d9MiwtWn/MBSgsB3hYQHUoa52G0dNi8c/S3YJ4W29TVaa+poptemPrYZR76hrGSnr8185cFzoAUT\n",
       "bt4OBUXpEmWge5G6rXCiZkxfClN6z1hdxzbE4tcr4wLQjMdo4Sab2Q5POrnpSsgzn3hQ2oI5Or4t\n",
       "WcOjaFKLQ2iABE2ltmxdvelxtUf9h6j/t5wpm3dX9Iooso+t7LQ8rtMySv4z76LpgyWW/v16f+a8\n",
       "5kQ13kqSwk+EYWENPUy3j2pSGOO0dZjw9ZxAIDAstfsZFgrJw+owfuSFHMlmH8BVj2UqAJxr00gW\n",
       "N1S2TaikrF9goh2xVB3/HsOvJF2Uwj2WYSj+5lkCB//hBNolBDJ9wURwanpWjLFMjmbZV4jrzp+4\n",
       "BKkGSqpBAAADFEGfZ0URLCP/ABa1JuGqhJ3U90U4pD4k048FYI4j2insxkNhQA2qEvb5MNKF1Qge\n",
       "bAf5C5P9nclAylnoXCsTGT8L8fE9gye6yFvBpb6gvi8//yGfekKzs2dggugdPAIye2C7SJ6+OUaw\n",
       "X+EGEPEsnb+NmkgIWpqW47WqPWu/LYrajiIZ9UMeW2VzLVAreEQPfmeiOlThIDXD6NFobUYusDPX\n",
       "5Zr2ZfRkPosY/aNRc0lqcq2eq/PKzUBP4BRfgDyKp/Qc53IzvLGI6SgnqPuGWWu06Qo1PNnZoc+V\n",
       "lSylBgPMFRw6Xc4J0jQ93rfy0CXN8wXZcjcfLywj0MCAJmiM/f2KlEDESFQ97T1M5KRqPNj873sc\n",
       "7GpPH0vKQILUBuMsg/dSSsH4/XBEzHPPRdrRNteD5PTjwi57918tF4WH7bltpkKm76h7KXJtVTvC\n",
       "DR1toUTeYSbyN8vTIxAaTZ5dT5kehE1Hwov057uPJl+IcVHtkeJ2aZnXVZyji5aFaeUIzohwadnC\n",
       "xDJAN2pDN69RcG9CeGENeCmXm5p9Ku1Fo1/66+XEqoDoANsXee09pQaKCbSQrgVMRyPhz2UyZnS+\n",
       "OK1/7qsguhwNKKmylxLh9bNXTZOXJztBTPkd7lV1zR/y9edYo+gQKbtrdNS08gga9uXG0oD4kcqw\n",
       "gDjKMJSLePo5O5SmqBqGef8eN3AmpJ+f5Ziv5hTaPRjAqNu30eJRLX+rHO0x+nxEyB4B2x7esHpX\n",
       "8KOmZFoXDv+0rDJVZoEbmMv1Io87qlvasytd0xak1Ypfg+4z/s9t4KV+H4cQ//PXaFXYHeHDoQuf\n",
       "dFbaiZ6QszJ9S829/v6vgHj9hpX4FLMadMi8Nqj643yemSr/1FUdXlclH4mfKGSrFnPB5tzcqLs6\n",
       "QzRj7TGdmE2Ur86HeuMxbtZjQb/hUMQsdM9nEYRMVVkN1xsVN/TK4I5Gs7z0ab7B6SsoGElv5OZX\n",
       "N4sGf/LyiVh06yW76XEnB5hHvrP4ipaRC6t3DmQvleKh7agujiiZpovF8GJZWlR4z24vml/vpxWx\n",
       "AAACFgGfhnRH/wAjwLj5Z0rAzNiByByvndOHGl4h2Ex79TJEws6ij3k443wi2gw62GICAB71+z1H\n",
       "IiUTIeBAzdt9b7R154v4HfIwrrshFm42PW3IwvSScOFL5UOrA0K8r2GSPR39Fo5x7F3fOsp/6Tm0\n",
       "RLemLoI2EkgcfaGaYENLekkt5m+4YXIPlsl4SzJ5gmwqJqRk76G6Or2ndcB/WXObdRO7PNyIxBYc\n",
       "w/AguASpQOsKZ0ThvafUJY1aq0uIoj1GOA+CvdB6Bl/WlZKkoZMhDGSGfhzx9Le4bCVXH4873gN9\n",
       "lJDxv9BoXCk/lLMAqaMB/+I4UHLBaIjLsYyjfAN1cGVt3e6bHER3dr7Mn+YOKEsJZHylLMIEUgKd\n",
       "0KL+cDL4bzAw/yXKCOvKDl5oRXZHzFTSqFooQKGc7H3T+SsuFpHGzrJAZ4/bZ86cHdvyk/jj4tHL\n",
       "r/ufLvdDDr3f8pPaWWIFbfeFP60qHyVgYYoyc1NVRRNhecHfATe0FNOPJZqRlVMaDo1lBZgEf5BE\n",
       "Z5BREraU0o9m7wOLHDRWNMYoaaeCEj5ISP2tTEIB+Oa8hpl+5sCfMp+2Wp0tlSzOgU6L4fD8kmlR\n",
       "lWw9U+fkznpQ8Ppus18publBtJNOpsvp6FSvX+sEhdwJdG9Ic4KadbSETeWyMXb1SYzEeh/8TBLO\n",
       "hM1uAWfAL5P04s0FVqhalM6YxycTvVQHHAAAAoEBn4hqR/8AIrHL9tIWeo+lDjEdk/SGcfv5NKJx\n",
       "sWRnIS0NURbzDFh4rhSW+Pc8D0fQgAXokfj4xjqzg/delhzYfOdxmr0OZg537CBppZCqcA/ABjct\n",
       "1r+IHaXGPnjpAUVJRPjuv81ex6yvnhBOHLpOEhtwfCrfI3DDufiy0XyIQGcmFEkrA85A80DAbOpA\n",
       "IQGHBTX5x9rNtC/WXTQeQ4+gzrbpfllQG4VdfDUkuxOuA1tcOC+wPU1wGpoPnkprwYpGql4qhEKd\n",
       "2PLZE2boVoxaY4GpkfqxlrU03EmoNpEMjv4P8JrU0wxQaQVtK1hta/WP++hdqtoJmLYwvrcKjpV8\n",
       "i3BC4MQNhZX90UmfS0cNlyUxBsmnVV1+GYBM163vHJIi+g1GfiKyR4S0SrimgEYF1jHjaAnbwkcr\n",
       "D3xOqSGUt2YlSVcaC3fEdyhsOODbvBxkmC7T5A8M5IhlmQMtWPAjyw/OcsdgYy/b6hEdZRjIl0QV\n",
       "R8Qt9+3A5gDEdzLFs6MGFQ6VS/t+aAVJlGF5YWMN93vrX3gGhp4XUx54y5MTMsAsTLUE3YDL8O27\n",
       "MbUYzw5wCZ2UDJCuWQcDgLhQJXk40aafs8GB1OBkTZH1Fxw7JC3ilv2+CplITPE61yelae87LOo/\n",
       "k4QYWOOeA42YCTtzZ8KsXnH4u1XgDSQ6pT3YvK+F/rvrw9PuBWFqalkjl3GwDVpgo3TI5FH0/igs\n",
       "HDs2ggN2nKqSQ5wbFYFFxi4Ljgs2YNyxG4YLjgN/apMBXQDfhyQzHTseCiffZ4v5Oag1DNJeWEKp\n",
       "ZHVX6iGi+xd68ACGefcaKlorooju00XzjPDnkto8TdtGNruy1EE0O6w0vAAACA9Bm41JqEFsmUwI\n",
       "//yEAA97o5YgaqNrOdZBtTie+BTb2JREkeERo57dBz9h4kM5W85rsF+zf38mvN1k+04R8em0vmZW\n",
       "epuvMXYX8Ov8UaggzP76WUdTcVvWU1zcRgtUgpNSZpHFRnaBb/1oIU2zvBsCGC2nsNWWsQntKvJF\n",
       "ywRjCd4o7r08HI9uU/krTNsettLsGJ5zaum71H/mUL1hFp1URS0vhKdCSFc5b2835x2MqcjVorz+\n",
       "9aR1Vv3UBokEBGyMPLWdOBEfT4pOF+iLv/dlbqT6cn0LHsmjLrfyFhKKZuYbcaVw0g53u+V0ZrVf\n",
       "/DID16QkMffbGjtL5YuvPzZfKPaBObp0M4KKL3ntWV98UsWH6zHqxwk4RcgpIvoA9J8tOyvzK2mq\n",
       "MI+TjoXqT8AiUY/wpnKuvnJYCkueHdQMxq2xgUyciKPENq3TZeE3ye3xjjHU8QqmXmomhVJWVS+4\n",
       "VSIRz8u8jsjxh/GPDx+db7yFGRiNT8oMS8/BILMief/Bp6ckFm24vlO1Zoqa2XHSmiIrhxll7pK1\n",
       "kgwud+O+RZ/jXMZ3Go1c5cw28MkEn/am6fFLqt+qeOzMbMPo5I8nqAnL1lVg7lNQX5QqZl6uH3qI\n",
       "ODevl4Rka25I34H2gB7TA5xDZ62eb1zhlUtDoEiUWCZIxCDnrIEx7+eh+DsvPqm8BGOcH4Ije+bb\n",
       "5Z0gshTzSgOo727px+I8y9/eKrQ5kqVp+VsgtZfvxE8fY/QrVR/6TFuSevCc8UgUkJy+yPIUCluu\n",
       "bithsT/SXnjdfwDMXlmPMVLuKVsAS7DqDKG8VhbNSE+xBLMEHeiCE/AOS9Nvjnpohnvt4S5i8Sp/\n",
       "61piJ5/BQurN2HSbbKBlN3tEPZVpbOIZ4aOrw8gSzDsGRgOOnBvX12KCwwxv4HwtJWx2JDAceRlE\n",
       "nJ1a35l5OcD6UfOtr9sUJl3S66iE3lAuerx+sl4XQU0aHvheeY+dbd1gMXo8J1EZYKbXeAxlUSYL\n",
       "x+36VyAVmxSxhQrd8yb4ky06thrIJkiRebNcqDlbfVzLrriMrkvAq3YoV1T/ZMirc62xSpPOTwv3\n",
       "gPGD/c4tNL5zhEsqmzgXIpt1iCMJii8fIAAwLMNfrNjFNUCFe6DhQ7YoMtqHiTF7XWbyiartwGYV\n",
       "yLFLjKkF9fwgGQ/86+sU3FH/e15ykJ0tvPDkl1lWin+1lzGoX9l4kAiiSQM9TybeXWmiu9arQjj+\n",
       "r/O3WCmP5crR4ZmX5xldBP9shtk5mC3sUwzwOOJO7G99JFbH1Jm5nd4q9rqgoz2RPpm39X91mYn6\n",
       "QK6XBiRYh1n+QcClKbcbc9hMeVqV5pPzryeGCDYZFbNeTxdDdMiCMhFAciMKktPVb4kY2+aFViCE\n",
       "GEHO3E5fvTMP6bgZ4CIWDJD96UMh5R/HHy5TLTF2B3FnBBpjkvTGYp5AJWGLj7oc9L57ryViQzpv\n",
       "ym1NLGvx7r0GwgP56e2aWPQQJTBBdj2hRCzXeiXQE7VfN9fl9lubyYgnP2t1NUoqPAdA1pbxxiN8\n",
       "O9Ec6sc9rZugk4j5nJMzAcST0mAqILToGlImsXaVaFq7UhFS3/xsfGXzHpflO7V49nDGjMm1sOIb\n",
       "elaVmbN/stEVcGALXo2MTzclmhHuEeN87Sur3SDkyxQUcVfOY5vhMn3NVTTMTIpx2nKieArqqKsm\n",
       "VwDo6iN3TPmNlVKd/iYZz6nzNleVZWVpVNKKdUvJiZb3FSQFNii7r1Vp7RM6J/NgNA8jXoqAmuEo\n",
       "38C6aPJntPRQNAgReL6/rvSYQg7+ixwTlcs34xTwqbJTlybU5nZdsZ8oLouzQZFdMqLesWR/fYb8\n",
       "vjbood+SGevsSJzqh9rJ48hjqXNnpQUrXJfpuDUqO9Ird9m+7mng+T6DY9/I24VlDdQgKhxG5y0Q\n",
       "dhzYoOr/2c/t1EfpyS0SdXaW8iEnXk2UN+Nj2ivGMBpNzSzBkj2Hp/faJq6teT7Gr07e6vOwAlu2\n",
       "lQ366jzhLSeb/nkMGIO2VB1KMbj6Na03ZFREnHod29RjsO3tRq0+iHaPSVJlFSk5aMTkY/xB2PPa\n",
       "i+GXmdct32Nn6v5vigMQBj3BQcHkT6PZqhOczL7TkXOlljMcdplJEaytag3Il+wWGqfQxUci5KJ6\n",
       "Aa19Nl5b+SKEo9oDWbrXBD1l88g5ILiEmngapjzdzmVH1JE58aySiTN4UDOk5a2n9h7PLajExELJ\n",
       "pc5Lxzt7kzKpBdSdLV17njmkb4RQehRVPyp7jOt8eZ+WfALG/GXRJaVZjOVSSHs/c8c3+YQO5nPm\n",
       "4/xzXiezb3AikdTFmB6P/G5YJVajDVcsZmdVheR2jVdkV7OYQXvBhH0UHmyzfs0IDEkZiAjosqsI\n",
       "2uVZsSA4tQt6dWYqFwxTIEzcPOIF2a/v/DNuBbYzZf3tv62GFzejhoOeQVTiJIlPshBJxmmHvVh6\n",
       "BdDMH7xShVPVXrwXTCvq7rUI2xW5U8l8z6Wi1EYfS3dJHltGITioH9khZ27KP1TWpm5AlBivt3zU\n",
       "LBHY65FjUE40os0X+W6dDH6wW4DqFhaI5f7Yv1RytJcKc+ezPRNc8+zCFkT76QykmLFP9RxgOdzO\n",
       "kJ4kcGjeeCitt5ClxQ7b/e+bwbnz4sVnvgceJqvvq7LorY4GJdKJYO2/LhFk3Kk3OMH4ZSzeMrOi\n",
       "HNP/5pqxJb53SsQZAbnlpVNf7pmu3Fs/N57/PWYzniCW7iL+4/nr3t6lfB6kgVs8B5tQcxLWC4/B\n",
       "hwAAAwhBn6tFFSwj/wAWIp7eNzDqyIwJTLXYcJB10fa52BpagA2V51DIqmJqwFwBzNxE9fTTBZIB\n",
       "ikvQUkt9plBg+7cqlCfua5Ts0xA0w0D+tUTz9RMCb+QN+4aH6ZLgpneH6bH0cHeVzoYUiql6WM0U\n",
       "EmLT4uAA5kB3daEyAdhIZKJNzl3MSvToB9ulUTllBy1zpmmXxOvD9zIfGeO/UUdC6XiLPIeMly8V\n",
       "CsPgLu0HFZdH3beYfvGAX1dlSiIPGqOL8FgbL9aVA5ofqcn/PNGlrEAH5+XK/DPkzooB3rqRlJ3H\n",
       "61ZLOonygexcxFh+D0/EaQTAkDZBSY/zfacROOrxDQDNDV/FhnE2NuZDpvXZNkQ1850wCCOPsA4z\n",
       "ydWiyGaiiAl2+2gDAMPLnBHe/lihyyraZtM22mRxM2cBghLuDvaiXbxO9j4EvdbIrkEOcVOoPfqo\n",
       "nDN3yXt3m5gZeSjDCGylCHqTS74eF4aX3e/oSp/hIfU6eu65dSnx6itHjzkld/+Ic7fmPANlqrHh\n",
       "SUU3ZgWn/9rMB8JWToV7u0KbQXU3pG8CAx7cqL/fYeiurPWUIR9PN0e/bzvXoK9yTd3Y88jDQe5v\n",
       "WKpgzrIpWxqlfAQPxFi01vRG2DOaHCp9oI74IfSOsBc+rPheWiYHdoTwa8JikaXVNA3nkx62pN/G\n",
       "mou2CLC5xPz1ixdsZzd/1uOMmjlXggzG7aVRZQf1Xo0NhfneYnKhzwcYZfuglCQ0qBHv3mA12puB\n",
       "4nTg/N66XJZK7T8aNcVnQKtFqZ4nHd1IKrDrE03zwXhzw1Xsrfr4c8rKo+xBwc+OgObqncTr+Rd7\n",
       "SPLpKJ5YN9mNkDdwpUjshBy0+eWecLa1GHwJNF6s9Qd/2g9zBRA8Wb5iIdjzsz1EAtPRYSjFh8G+\n",
       "7nb6Gq+QNIC6ej7IY8zVnUR2E40tAoHPaIxYIdvpPniuYVULUsw76JZGcflbx6F4tjxb0sqaPilu\n",
       "T/oqBYFmk0yU2fznaUK5Mgddont1pl4V1BbeVnwFuOUgJwgo4ZVOmAAAA80Bn8p0R/8AIsC437+b\n",
       "P0YOGbYn1YT6ky5kgmvciCS69fL2rhgAmJ91O/WJgnzDVZCUfFpwGjkBlmHhiHFlQLeIOBxDr/Gi\n",
       "UjVjgyYram4ylgluVE6Z9iBxE5IBPeoa8Wk/ZdCIB/+NYY4sxxeZiBnof/MMdTkY7d3JyQXnhH/7\n",
       "zif9vB9eHFaO7awh+fXqx9N/PdDx/w76K3iBH4QxBWqyhtnC4uU/SRWMB8naUcGJeFMBXgtCtbEo\n",
       "gFwLZl5vkVd9eXMatr9X/EpzyR9wl1o6hqbT9o3CGL1NpyUgvMRPLo+kNWOFKokDzl8WJyW5eVYa\n",
       "TCQ//R0/kTgIpfpIp9/MQA1Ex220BpxiF5ViWkCro1sYJvjpw+A3dg6wv/y3ZpK5tnYAhqKY6W37\n",
       "xv9LZeHJpSyEPxK5urXILefd/0gowJQQ6kdNPJBnRS7V8V8hpQ7NsxTOGGyliOzWU70uF2PT+8uW\n",
       "7AIsaSVskamDYJ4NUZ+3aieqrJhUmC9VbihSKZ2aKolIjMMQw3lu1m30hm1nIfQ53yRbcnTmhRIS\n",
       "GEa916D/jqK1RIV9FGJYSbkEIPc9ujZLB2rYjTMcb8gZcRQnoq4AkWaawA2Zp7cD2Z8QJTjKVes4\n",
       "CeSiF4avb9sDMQjPKnxESwqI3bf57lObNc3fOnVVLrVhe28+EcLiv+AaNlzzS9s3/QtpOfOygFdS\n",
       "MXhQPEwIGoabBjbSKrtDuSwTMGVw7iUtRR1DC28mQUUWnYAG3WCfYZauuBsVZvyYhaJDiiYPlw1P\n",
       "kTqeiNd/QAHVOqo4yLfoObd8++nztFomqZwsR5AKF3FawcGUdOaTW4cgYdGf+JjEU0ypD84P3MKP\n",
       "y8Xub9Vb2SgCrpYT8Ri6bkujXDe0kmrX5Nd22wkEesIkv8ovc9QYSPYmqfhtisnRKyWYQHhR/NsK\n",
       "Dy8U39kbRZXn4l65Bq9hVTL0AfaimkL2JZF9Zd78hU4z1aI+3vls5ncMEuy2mnD+ziMkhtn2kZoH\n",
       "vDJD8BXptf1T8eQta4w3X+TKSzw3qlAR1iIPqYU/Z5FdJFgD9nBC3pRbGKNRIxbsayrQbiy1ZAhN\n",
       "yrahgZVH5QBmat6sO/yyp4lc8zRYhr8yqVpxQxKKK9Gbv1mPKXYoIcpc9z7CQyLmWyXu8dH/aEeR\n",
       "TT9DyPYpbEosqMs3pabJPKT2aezEkhAaB22jFw9VtFHZaezcbGveBpFryiP1yplgF7SWOEBDh1Bz\n",
       "6ZlG1yhSw0YVBlx2mgJO+XhYbe942SJgKhuv4vpoc4xWJSCVdpqwyawAHAoCPgh4AAADmQGfzGpH\n",
       "/wAirjEv0spNqt4JFzDTCeGqE93B3QSbo0AJXI1SKhsg08t1Pcv9+ExVI3kKLxZn9HZVZMT3tTv3\n",
       "JYiacuW6XxtU0X/HuW6SR03u/oYdF/+Rzao51bxFpCmcxDzGe58mPgL4jGAHvup+v6XPqlreNJfr\n",
       "YunJWKbW5cYdoehbgQ7kfHVfX1uVxlSLyciLpmVrD9h9JvVCX/7Rjjc/TOGF0OItMdvyo79yNiOp\n",
       "hl3uuu0pAHaUx1AOwBRYv/HKFTr2q8U+vzry+vrSCsmsMAh/iY9hU1EEUTIdmerio+7j1VXBRVj6\n",
       "ECViPqKYBi6vv1p8m6ELR/1dIoW9wc46EQum07U2UeX0aFb6m/tIt5rwSzm1VDqfSUlkfyp2gy1T\n",
       "7j8pAQQCL96U0vQy9YzsDEvP4EflVtjpGGxYoIa+FApbAHCMGkSVLESA8K9p4EV69Dz1AdTBdtXW\n",
       "i19UbAzGNVj3zkz2GsxUo3D5IFAuWLn8Qwex3QHE/lj/Qoi5+NXSDQTv5SXbyRN7yMKPAGGD06/t\n",
       "UjIqeWdoe23CH/XM8sXeRaUqeRw08fDFF76Jk1vY0PC19YCva/t4G8nVQ0OZGEz+5O0REFA5H8GK\n",
       "UkscQzTp3FyjWjhuwVCndbZTuSL2Sybl7+aqXv+yIgkyhCWiEo6BIh+xcVLrbPqB4eu+RhbJSS2M\n",
       "S60F0Vy6vnh6QX7H5fDS3SxZH33CuJT+t5Vur8QlkaTMBlrYCZx8jnBphZBQJV9yLsn7IWxT/pHF\n",
       "vorRj4WDaClxEFrnD04z4AvtaIRpl9uPbESPw4At91ajqIUA5ZnpcU3HbG3VIuTZUFSwGealuupe\n",
       "5n1an8q6WavCJsw/dF7+0P91VvskXpErnKhm0kPYc3yArZ4h4wKf7teum+bZLfo1+SyKksOSOI+z\n",
       "yfLpdAwX8S0plSdFA4UW/+7/8BGQRRbFF2lDgTJiJQwpEgac/m13keH545KYVEKDn231YflcuDIT\n",
       "rf7fqO2VbM1KDusmygTi24PPktMNp/ogNdfvSW9PTp+G9onevp4SF/cXQhxVvYlvIfzcYXFxG4ID\n",
       "bqAfpwqDzY8IjKqMA6zJQcsR9DK2DbXIUEx/DUP0up8eQAOFzjstg9+DdoL/zKKrESe5BTY0qqKc\n",
       "hwnIFuZ/1PNA4WQ7jydt1c+rw/ViBnKY/jOGKFHyVlOwQUkQheKC4ZheXv5wp7yXRlXMKDZX6G8V\n",
       "IgIGLQAABSxBm85JqEFsmUwI//yEAA98NQ1bncRWycLLlAXn4Cj0XbhDBgKDz81BkYODiRD6eFCx\n",
       "zRiWVa5Mfl9IrZGk+FgvMdLkLjnnktz1ALua880105K/2+hoQLUCLPlRuQTsoVzLebAIGtq4fWT/\n",
       "G4z9aHUUhsMhqeCeAgf35Ui0twV0QwEZuSP8KVheoNVm5Te9knRIligCHvjv0EcsVJN+M+zkm8Ct\n",
       "m1PvJSa7ebVp8s/ieoMB/zMqc5tR7ucjEnCtaQ55rDobXck001y9SXCHTOFm3zLzF7vwjN2pFPVe\n",
       "VweUDcZD83A+8nLYKWQZ1QoS+Bt/fm0GyWWngES1lcmernf6Jfv9I92a6IYrioYoQtz8/JHGQjVv\n",
       "hSPyuSk/DLsfkW2fkVu1euxOqJ3UdyKBq0lmwH9p5AOqQga7N+r/cv3/VDEt4E5QTrlc7CWSDabu\n",
       "2+DWk4IV+7fuZKtK587hXpAEZSDdQtHftN+MeWEn4mhNDm8a5LLfuIGXTA9L2VkBFjyvvUIRhuBO\n",
       "XBkfww2eCD5Qwgw90jGK+W6OUv51AcucU/Awi1GNfsBolEsJ/mf+AJZyBLQFRAUhAf+jPyWMUGKL\n",
       "2qhKJtV0FXTTkD5aIekyQ04dVECouccP33XDeIholxfb8j/w7KYtfHaScGZKrj5sARFNLwO+tnjy\n",
       "rEGdHqYrtZzodLe+X6Xy9LN+Lf5FreIqAkCLxsO+7exV5btscS+Mv80bNb14oQlnYaGFhQITkQ26\n",
       "2Askwh2EgMuGUikqMKqk3rEoWgkkLuOswA/f3N4fQ9CFmwqoXfxuigZO9aGQl9lNGMxZ+K1kQxnl\n",
       "P/tKsni7ipeg1mANk+zBc5YCApvgq+9BXUnUS/NL686ILqGuiy/VDOezb+KJ3UotyeonqE60VslV\n",
       "/HLyg7usIfhexJKJfkZc23PN1Ak0EAmwPflHdDz70IbK5ZKeOxEMG01NtVb6t8DX3CSmfNWRK6ot\n",
       "habUnONrgR9Qv6eAfb/fA5F0oOz9XPLYNhtyQGnEVXx4DHDtspqbluX12/i7UF5Z/Bu8UTRmY49T\n",
       "4fEILKd5DIAycRdt5FYcQEPRHosr/GjuUaoMK6QMwdAwmsesauUWjUtUm10m/qftkPuF0tuFhNQ+\n",
       "XdiQKRZPZaZRuDorKpL5pSq3PmhxJNJMG1uH4YXYZn+KB7XP8SEWHSjZF/JruUoD+9GjJpIIcjRb\n",
       "3KyVJSnzbJY7Dfuzjoaow+rFHNgC5b+aCNbcPtvtwiBtleEGZ70DRFrBZKemmdUFbdOnc11OIdyY\n",
       "it6U2AhH1FMKDOnBe6MKn0u56bxWDsq4e7VZcs0NVgzJqiW6MVbAcs5dL3HfwBzGeci/F8/t9ycl\n",
       "HlIpAtbuwGCXdHYwAD3c6wkfE3b1H6ZPrZs7nnjPHiA8uA5RzURRWAEdwr7g2OPHaW4YE1PnPlI2\n",
       "xEm9Nj0h6FUSUOjlcOwkWHK2eWjE3eR4ISYtO3+wqECyD9dpXekx1DWbAvXU3X3TkwvC5Rc4yIp7\n",
       "reW116IKMaKHGJStOk7J+NoFKlsIR+nYS4tP9F48iflkBeqMWCjqmaHAB/WlAnfCclVmfwhSXKbT\n",
       "z5BqAR2RhL3MN+Q/Sf1X6RzJN20xwZzB02HdqdJucmDCaI3uikz2uc773xb1LawSZDcq7NDdgNrs\n",
       "IWRSAbQjt27cIPnsfvOYh7UYyXkzA+xK3U0ttMuLpUkW/PWWCbDa2REZtAH0P1/xmLjVckpHWgMX\n",
       "8Oj1AKh6evqm/y0ZspqCfdFwnYYjAAAFHUGb70nhClJlMCEf/eEAA8/uGHd2ppcnEJHmbkEE1+lN\n",
       "fjMqgjXgj5VZYbNhI5cx9lsVRauq0QjkxCTXGXC0jZ7yyhzaKc0W504FMb0dN8yvToP95hKV3NQE\n",
       "rebyP0MNjGbXdQZM9MvuGPhmvr6RefpH7C4HA/XS7IJYSSCD3VzoXodATj+gXodoncd6FiFsU2aU\n",
       "lCqN95onzxmJIkjTv3qha84U6GhH/YwVAuwimN2/M09NhdV/6aiZhLPsVIUCiq1OaYBPgoOqHsuu\n",
       "iS7NsQ4zHCPvdiySCC733X+a0bQ9goeI3j60SwI340zeX9dvAiOTcB7BNGdt5zji006EmONoD34s\n",
       "JVT3Cc56o83wCuRp1aYIfZdK+ksGurEXjPwO4zL/YCOqIFFYoBl2Swb9iV7BrV82jU28ABy1rqQ/\n",
       "C5zFz7g3dCs7HM104oXd+YaTfvG4Ra8UrHxyLnqggR9r4Lb1y7zgUIhEQLLoz5AoxvlKqMD5waEh\n",
       "PRiQuwTycOZ/WiPetT0U9cwtaguJn/CWOJVdgrB6f59IKkqiAQ4n/xwSHkJ/wlxRm+Hqf5QGaBpG\n",
       "4dBSrf8eTxXdAdLPqCX2Yt6B5ttqFBTlguTqAA4ZeWFeBxunnEzgvEgqGU6LnDbn71NE4ZBSkJ34\n",
       "lFPvDqABc8n7H1///r3a+R7OdSrKP9sF1mZFsc3pYRxhU4gOvaJ29weIQ7ArfZCRWW2gpQS5B3l+\n",
       "ByZlNW0TJt5Xym2wIIwpc3UTt4nXCwEBDLrNsdt7piTGDLgB4JcQ/5McQyCQfO36MmhZnWXmKdls\n",
       "D0zJjjdmSnPmryg9epPyZSjo28bgDe4p6fN+/gBM7IeRPiTYf8rVytLNSLkdVVYQceRaaXWAX9s1\n",
       "rHCS38hhprOnYhNf9LO1f3mU06/dKPrdlCdEXUVjyiVJcQhLFvDslSruss45/l2FxXSLHul/nfwW\n",
       "6vXenwHcParxv9oylu1T0xXjpb7fGSAAVoXFAJlkzn02HTWHQLDa7oLEYfeVfRnpwDg/rV4FHqPe\n",
       "Ydl0Rn6jhruvlbodgV+L+lzTutFjfXkfD9hMGu9wuph+lb7O6n0j8efMb0+DJCKY8gOYpgRQEbR5\n",
       "IuJnheSmKzhP81z60WCTOc1wWlVpB7TSXr11XTLbkRJpcdBCmUq+qavGEXgCpAmBaT3tYFhXGPmw\n",
       "hXqepmmwVfYC2oTShRIDhufeRU/FqrOpOFSJmpUc4UlzEpVpnf3ALaObXqvv2QlvcnSkIEQoDi0v\n",
       "9Bp2I5tHfOkcCTYQN6KKvJd0gBK7PFptmplvx6ddl1tIrfvZ1kAu140AjWmJMgGHBSc/nqJ+8nrL\n",
       "yGeJw/sdtoJVJ7BACIf9mq2k4MYKpRj/ykEOwoCYKI7aRJ+tUZufHAD2UKl/xFMn7DOYhawak9Tj\n",
       "ahYOXySEJqXA34g5Eo2xXoF4mUloRbGK6/oNxcdVQPFdUW9xj6HuTNu2nzo1vAuLCOcqSClxX1Lc\n",
       "3qvZ+MvQpWjj4t2HX5xaQjk9GiU1TRbqAIC8twa6UTdJuUbnq8uWC8C7MaebURr5Bk1JeKwnTUiA\n",
       "SvyCFF+3eAtVode840AvlqhRYxpn9cSunIsw7D5Lks5yS0RR32O0ZYj9k90BKnytmH7E1Jl0cMvv\n",
       "hvoYN6aToIfz/z11lKy25giwZA2kUSzcJDSPzZdGYViSfwa8Ljofahxlt3NQg0v6XDLtHgEgnI4O\n",
       "y0T0YpZwYSFthnUE5BaJwMUwNY+ATYEAAAisQZoTSeEOiZTAhH/94QAD9T6zu6Su7aTyWvhAmeBT\n",
       "C+tmUwMdkWCi7VV6FRdXJ6GCw6XlIEKuo5bW/J8yIUdd2PNoLzmwzqp9KPU58ykZk7Rvoryo8FyJ\n",
       "Vhhzvs9ywwwGTArsFovDLVvVml03oZ3as29GFaGpCttxSU6arO/vrKXDmRC0j1sJTs+SOvokxZW0\n",
       "8QAPHXNzt5EXI8hPKscDq7T5SrNBZ8tu8Lvpo4Dxk3W/7G5KPQX4MBB1133W/M4Dvyam5N/PMCfx\n",
       "anLElStPwTpwRtfR2fN8kPORzfwwBxdB7J7vjU95YwOw+XpU/OU9ufflftCJ6QB27bEW5L9kqEE2\n",
       "Q6OFBmPznxw0+avlS+jH/UcmQyMXM6V2LPJMGK1qqoVYVIyiE/mkiEf8wPDu7EE/uGwc/9XWsWzn\n",
       "wSFbR6BpUsp8cn3fMWp+DulLUhGcgsMwhsDxp1EYXV8kDebym5a99capt21kJigGBfrxO16H8i6V\n",
       "U5AeAVCLlYS23/BV+xTGhIZOEBVtgHWc9ybJQBlldkQJSgL/RantmvVQWJ6XZ6I0dLb5I/pDOMXR\n",
       "eaHWtDjHAEH3Yn+LfjLsTK/I/37Y0IMExNILp1DLahRJLnOLthPJAcNeXdhRhLi9aO1/j7XdHsSj\n",
       "SwCFhgljqUzWc9UYlwFhxVVgzi1oeJU77rLTqLq6i6godhiGHMLtAG5Nh7jb4n4RQpw8x/+dcUwh\n",
       "48bJ4Dn5Zp9rGx65620lPAf4zcVxPL+aYEhaQ7TSf5xZAH/jAdcXnuF0NGRYu/5fHbXjhrtVuTSj\n",
       "EvZcC7UOCX7ptmf9h6JoVAtNwVVqaz3SmFs+h+ib1bhF3BK1NdHudy/UISEQLs8PC01aqBJJPwEM\n",
       "oR39Q8HdarjGA82v41fUiKgYAVejFXJ9Bds+sxmRhNaTpMZ/A/XrJnqqsoaH+xLwLeQiYAnmn7X4\n",
       "n/YJ1gAVUs9Sc6FkEItjc5LU+qZ6kERcQ8Wr3rrBlgGrFQv17Tn0FgDy6aPVM0x2XQBykFElJy78\n",
       "X7iPstik72IK1rDPiCAIzaFMcmkX6tUNtF8DDyuLXpWd27p3cRSxFFzBazSgPkh0DrZ6sIwFI85+\n",
       "QAMW61Ma4nZnahp7Qkf4LYRmfERyUkGk46SQwDqTT8nhWZBnqhuDhOyfkMxPv00cOoAiHaRFsPqP\n",
       "pENQ6jKJE0HGeryuN7agMdDSyBAKnnQgF4GT8x1Jmj0b+o2QEqD9Gzh4fYGs7kVDGY73ZyA9JyS3\n",
       "vWnxhGy99hOxbZz0IspSfboSNIlx5FGWqjpelBt3IdAXV/y0mRajbsPUILExHt9PDsD0IVp9d2Ea\n",
       "2e4AzqzYSMAmAp5tDzX9jY7vR70h6GvGnFhC5k0HHGkBnBmq12ePAnQ/6jY8Ms0Er6IO09qaN0KO\n",
       "KEkejhXINKtsY3bZffyp2jv0E4N/2Cdh/hN4i7LaN7GRk3lIX3wlef2Cz2OspwPWQPaQN3AapxjG\n",
       "xWVHZaAVzKTB9Tq0XF4cm0YhAKJyVZO4UiwK1QvMqhY+zjN1rGu9Ubn/6M/6KwIrif3cUCQhnOfz\n",
       "kGElfqy9iMsIpccuDdJv4AABsN35LgchDTnf1JB2RqatVCZnums7XFhvcNS/WrPKBeYQPgB9LGf2\n",
       "nAH3HNz+q0gI8ngXIU/aJ8kaZyIZ46ipmro7Ph37EQ/uqJFUwnhtTWIX0idFbAQVjQR+xtFsmmUb\n",
       "BsZDPOKkBnWFFN4uFlRpPHbuSkRdDCvH9a6/LfnFykaRRPZXqZGHfRu+2+jJkfxnsngFXRtcRcTD\n",
       "6SydW1/j6xXmGrY/jNb8o5PPgA4PWi4du15Dyz2a4L5gVcTgIbpjaKGkRfApil1fy+aNJrBAUvwG\n",
       "kAIsiPZ5ACFBkr9Tn2/5V9X4RwhcSIxERv1wDrgka7U6L7UW+hxbGUntWbweMECl6tDQLazFDgvC\n",
       "KvTt2+F+CtE3wXM2GFCfZhdLzuQI8tGN8vVuNUQJ/xpefCjR4lYKRDbYb3J8ugRNhnU2hpLcPepc\n",
       "zWKsB0/qIiJaecVn1lbPksZEPem2ToX94Br11/+LmW+gklVvtnzoZLi0vETq7QjtmsEdPrDQVcpZ\n",
       "EHwLCl4SN57+pADQdERghG4zmPQz+uKbHaGip1riUd+uUYA6Q6WOOsAgOL6Flr2TXY487IjhYLz5\n",
       "/c1NqRbUXVtNnFJuTSc1ACWyue6a4vdWU2BPviQCw/p5g0DazNrSvcbGOUy+jRpynFKXxxYhsnzH\n",
       "QctyTAXnO4WEcqMQsAK/SjghkkpWFNa+8KSLSXBZcODpQltIzBiNA2e9IeoCHPaJj/ckN67nfQeB\n",
       "JU8mPiOa+nly9ue6OnLkAOgBHTXMm4fbIN945x7yQB2FR0eRFcQjDukM9CR8tUT0k1kLWqVaUM27\n",
       "5qSygqGpenTsyUqZQIasLp5aUeUkQ1ceqbbTafiirgPuKXOsfLDbvv4/qp8kXGqPD8VZj5Tz0hM8\n",
       "1c5pl5mARxgOHX0SbJQqpZ0xYmKo8b//HVrLUZfz9bhHm5zfpojG8ZiYyg5JNskqZrFazBf/b/Wi\n",
       "CVB4kkgFb0zFgu8RPhlRkVoqoBsovY1xO1OmBjMjaxuC+OHcEJ6fXgFaQJrtwqPCKNjWD5/mYmyT\n",
       "df/IDesrw8UD2xqCXGEx+NEzwfzD4vfFCU/IWxa7OSj8OpWGvNowA5zBnNZmQ+aIsjtCRaRGfPBS\n",
       "3r1hkwI2cJlajJhDxAAFFmKqrF7bNg3zscJhuCb7lc8EXPIHLXTYR/CrHup2RBOthL931/RPGEoO\n",
       "Y8lgIvH4CwuIHuxJTg6HenfreFwjegpoh7XS8ktpkNXnTt9Zm76oWlODL/Lt6NEjYZ/x2zmjv68w\n",
       "+S1PWVsFKZlRh4m/9gVi22rPRfZw8aHkfFXJh2wN1sGuE2tZFMLPvv9dracA1FmYzj5n8QCPIQUP\n",
       "yvbc/t4PTTuNHKG1W7eQC1Mm49cwTCTqAAAClEGeMUURPCP/ABYinq+RuOYCL05rniK5Eu8Vdnaw\n",
       "Axqhe9xtT21mFKHkCDseiWb6Zshp3eCgBIgOkOfwvCidUusi/epBaUkiezeZeE56X9TyOFQ4d/YL\n",
       "PiBmhHOc/Rx7g76v+s7CXivvAI/9kA4zkuX4idWo22klpVNIhULT0hPVWvk5geyXe2gwGLsXY8lE\n",
       "fnR5xV4C4voFIlAu3/I69IHlYYSoSdov5b83qD3K3lelM/HKfwmw02vytd937CZGLbOSaa1MmzdJ\n",
       "6EHVNazJAP2SwE+psFFZWoFq2hSM6OCVtOo099+Sk15mauz3gxv8yiDfCSoqwZDN0Xzwkp3fWtYu\n",
       "0JJsGVObQzTXzC7Z6kVq1EhfcnP5mjcf2HoJhdv0aw0DjVBeKP03lan4fPaBR/5z3fVxsajjVszg\n",
       "ZauY0DKyzUnPRudAzPQA/KmkX1Jlj+PeYd88HGAR0P3zmmhOx7IhsJW+gTADClHG22ATG3eJmE7M\n",
       "mj1l6CahVmXPfKX3r++f0ulNXFXMho8yODlSxmECg2z/rKTec/Wkg2q5/Gy9QNVQ1CbeLF208N9m\n",
       "fxqmsVhXhnH9IP/MPTW52J+hGd5ubIbiqg21RmbR42ssiEEQ3UHe8+FMrllA3pgcHSlJli6pYq68\n",
       "E6lIZeAgb3JGkJPlkBOmeyyqsbm5LmqITVyRlgS38bMxj4rTSdERsjlFvhICu1bj1KkdXk7O0tKQ\n",
       "Nud14kXACdcHqvtaKK5DpWHpDbR7JfaP3fwTc//0AhFEKwqYR0Bw6JbBF37M9jBNp5gHUNebiYpf\n",
       "jltYKYnB2F4JbDSL39iu6tk8f1sHQs7jPT6hJ9KKo5OQeOE/RunJVWcazymasc63puz1Phe6isVk\n",
       "lX8fMAAAAegBnlB0R/8AIsC438GsxdOxO5AQHin331EwIek6jIKVGDWUeLtYxib0ES5WvtQ87Qgx\n",
       "Ios+LAB2hehk0eRyKr/afipWrizsFPs8caGl/mA2c6jke7OrtMdNT4VK2xhTp5OiIbnfYqGTkErc\n",
       "iRjC/J5TYHKcswSGjL1/ChvFINNxb2Jx0hN/I+ZyZgva6JVLn4hIo3INTOlxTRKBV3GUKzxqpq1h\n",
       "ODRrcWrKgev5SfHLnaqs4nRGB0wgLgTm6n35VpPVVuKQSxWEBKewkQavseUw2LnMMKzL9bk0fI9C\n",
       "sKl55u/SJ+2S91r2auMRVDDG6apFLxpaj4RvVK+gn/ChaRIRufk6p/kyYdo1VIUFcmxjHyxSfEus\n",
       "keX4PpqaBVqR8uOsZFB5c5NWbCKcCCR7qaegBVz3t7WB75vXNoED2dVWmvolZmtELd5tIpzspL3T\n",
       "cFzTZDWFEimyJCi+hKbWZoYIaRULHQd/Far/0JlKjbv0JSTeXmV98NEwcnkSMGJgWY2S1g2vZCFi\n",
       "3AADmm6KICngXMv5sKTyl/F2DDASKlGU3tSTUzoAArmEJG7+H4i09XVuf3h0bEJl0BeiDqxFn1nD\n",
       "L/D3qC+rUDjjyBc9A5cUjzA9YWjPxYj/+KAu6svEzKwwfLyRI1lBqQAAAV4BnlJqR/8AIq4xZSXz\n",
       "xmzzUd/DXkw+z7BBLe5uOuUs0VFgSAIcWY4QpaArt9vAeV1FlxUkfMg5V80Dzx5vqK5JXn8hr0rQ\n",
       "AnbonphW0tPmVCDRSuw9heobVs1B02jIUG7NGOD9z3Ui8U8TBHw7YMx3pjQjArznWuOCWt5ZLHW6\n",
       "4m5MCKW70lbTV9d6IOecg3rzv08TIK43OFi2fS7rtp421deQIJp4N6uFdkJwfxzFY7j2Cccvb3bo\n",
       "B/wO1RB9bmN+QpE32r88C+lkpD7W2+M8FMXQlcqrzg7KUJSm3kXleeMP7yYwm9ui+QqAO8idhy/x\n",
       "dGB6MqSq7hGaLD3owykO7fXxbV63u2szghRL8yVVgoiphXBAirPj+uld9Z1Q4ZBtRsLyKwQ8py82\n",
       "8f/xoKpwcaAcN7Hkjmnf+772JP9ygTm4MT2wLn0sJZ3yddeTSMOAZ7n/cSxbT1aczWEFTAAABdhB\n",
       "mlZJqEFomUwIR//94QAD9U2iWmaawKgdzBGa2K1cMCTR8ZXU2izlYpn31ocPxPbuxhi1xH/La+BF\n",
       "Raq2g7wwQhZclNNX43roF0Rof7L2q+eVwzgDfvfnM9illu0zF08PTT/mvVvatDoT1/A5JBIwmvyK\n",
       "XZ2RYSwVC6+AI2XlW5WGi4+x6SdLy39h2jqfpyb5v30oFtof/6q+hbc6e5XBfPQCaxt4HJDizAL1\n",
       "4uprMtYiRhhoZunnWqsHnv2svUYvoWA0mfs2h/jH7GUI7u0KmFuAyxyqjEtvrS+64oqwV1KnK5rz\n",
       "eNkH2fhPqvuUridM6/3iNCmfg2l1uMBx2elAUhbYPuG4WIZok9o7hXA1CQ44zsEBOpbNwW+49A+o\n",
       "Z6f6VwFqrb/R5fGLk23qNHpObDWXPMuRtLZq0yadftwApnxJj1jaE4U4dyEMp/Lhtq3oucE/fn77\n",
       "iWcFFm1CkI0Fg8ESVTyx6+qD7qxix8fdKvDzTcLOVuxzN8SoypScdjSv90+Qgki1duDyOUv0bfMO\n",
       "vpLuyNlJKBEy5UjtsO2NXMubqlYviMQ/pJZDzmSpn5UJjooevZtZ0aHuLJhx6g6GUOebsgHIPV2f\n",
       "A+BkQnZMD09illBYsFcEdW0dMlfuwiqy4DRbQR0ujWUwIdxcI+T6UTqgCliXBaO1B0+cGP/yl2a+\n",
       "gSlJOmfXijdjCmj5ZQxth4l3eqnuehStCTKoK8rNS3JX0tzOEXrm4SCwP2YjyMzQiBNt86CmNFNk\n",
       "0Y7GZ2Tm4GPTwQu8MAUqhw1BU7H7jkduvbxwuC/3itCeB5iQgQTHjxGQGQjAqKFfVNYgdhBitf9d\n",
       "JIYd6DOBt5VoBNwEc+/QFig4qkUmoiaFbOEBRmfMGRY1TZrXksIwjUpMYDdtv6l8E3DiQq0Twzon\n",
       "zsnl2dQ3XNiCI7CmFs9SgYOp4Z3SRNPuYCeN2bEqHKBOd+x7/SjyjTyK6LMMBAuQpN3UVW9IHJRj\n",
       "Vn77I2QM2Hg8Y/LSsFC/JG9URVI0wDtLwKoDwys4ek6gqR+8if23qbKsE+w/r5yEamUk9if8VWBB\n",
       "UODqaai55dlW37rW+QXi1KMyaxEnVoNPPlhTcYSYWoiIwmWaBfL9oA2zo8WW1z/+P1KXZl+ABhu0\n",
       "JOBIainrLfAeqlXlEdVPULQwNZflE4am9BG8YbPi1HtyRf9gG92Dd9osyQF98RDl7wDqF9xzc6b7\n",
       "XhtYtaDPQdIuzoz1VAD4luO8JreBxFVGHGYX0hern2rPNhMzxPGs5YiOd5UiC2M7V7Ts61q8hZm9\n",
       "1+8AWLOJAYq+R9ib/6VP1djlQNuPLciTLPeTwY0sw4bbyR90ocOX8A+b1oIDbMXwRu1dElYeK0aE\n",
       "jnj4CRYxOu04+JmrKmgPmD6JiBGXrmWhN5HvVr7sgVMx4X+QjOncLS5+Zc2rTyKtTuB9YDJMOv6/\n",
       "KwRiR2FE7Qmc/nM7UBLcshxwIm9inZPnh/WHDpfHKR7RJZFrcZ2yMrTj78U3fQvu+TQs3SgkWlgg\n",
       "I7KZ9tw2y9ephM+1AN/RZOU2oekpYQN5xNi49BTSLQ1T2tqP3gGdj1aLCSAGjBGQsBAtUh3aI8l6\n",
       "LzsxZwnEfaOQHMxOfsbvrOl1KnktefP+UIBHAiMrYT9sgrGCmKOgIZJH/Y6vtTBleR9hwr86G2we\n",
       "17mAy6QShLB8isJz0bv3yfmpDBPnv7FXgcbnQQpBG7j2iqJ/3RL+mnndvdAMYGs5JaG8BItfA0vV\n",
       "hfDfULpVBGwfFojZ5r/AW8oJVlIGDYF+5YlA0gHUbrud3PjOaeOGmML3ZrjIi+z8f33o93ilzDYv\n",
       "9sPpvhB13d1h5RXOEyuuW5Hk34yCSNHfxPxwLbX9G/Gtpdcyd58SVO0xgvrPZij5ZOC8jfEKVxs9\n",
       "hylwDrGd7NwlLjG7kN4Y9YRpRzdflFX7zY5RNdLG3onC1hzi3s/AE3Fhk54BzUdo81UpBxL/pVRe\n",
       "DdYAutI21kAEb7N/jwAAAZxBnnRFESx/ACK/RCD+MZRPrWJWCbVJ2p8DjfMs4DUVVLkv/Pcs+jrS\n",
       "8H4H++euGgwa2zhIyIAPw87NJW75B2eGqkL4maObHN+odTPYjSJLy8gl6cWXam3jLAjkBCsrQAvR\n",
       "WNKofVvcgOvQxvld/gPPlAjDsQj2sHqMivVLOZXozNZM/BHNKqGeAx5puZtuV+HYUNG0yFMj8wo5\n",
       "nRaQTvHSeTalM3JA+iBtOl8wbPdE0oEg+BhBjHlqtnUZCHZEeBOGmo90tWygwbW8dFMBHpIYol2I\n",
       "ipZDayiUUtp36Rh8iIw2gAQh8Z8yEu8A1sWmg2XUbGMmv9My0EWO9MtsYRgDgJOroGx7opNDu85/\n",
       "1VPw1OrvtdB/CNiDrxT2cplRuLfYCsB/V7k0f0duIUOqcvC8/1qFQP8bSaHQpi0m+/Pt+ucLWNrr\n",
       "QNDY0nd8lRDgBe12g9R9jb15sqgWO7CrWpjzXBZ1TVz0KcLmqLFsswXdPxpFZxD+FSClHHLhdhZe\n",
       "luUuUQJPdc9updYy02n491/e02zx55ArBdfz5ZH/AAABLwGelWpH/wAirjUejOiXl8SsAQxTnmzd\n",
       "NFZNzmt5YkKayLeq/WSHdO0EguOTTHm5lJBKQj+rV8V92KO+ZSPZK/+dWlAB8+pCuH3qUtaSHyL+\n",
       "9h8hx/IQyH3cbRku6elBTdbfqO9+5S9mV68amn/0pLWVFANOXat5bhBxVCmMvjUuZ39YiWbUhoG2\n",
       "Us4FzY5TRYePRsfMQ+B2902I+F7XT+X+vyx1uynFZwULgucTYqyv2+HBeOs/wl0fRxPaenEo7lLQ\n",
       "swvjkl7hBzV5NdfZbZ1isPrZ5lX7URlnhdY6armMgYypKWmdALOeL8uffws2m18FAN3/mfAyi3zA\n",
       "FfQL7cnHtmVdGNr/wQVlRvQU15E+I7k+eiC58b8b1cmGwAgAzJ7+1kCQf1gQ+5KZujQXsAAABYhB\n",
       "mppJqEFsmUwI//yEAA97h4WkdTZVmZb8MPvJFHjHRLvIvJovmDj1KvEYmpJkd6/gVKYBaRIn1I3P\n",
       "CaAUQeQaYgdd+5ACBaCbUbPl5atY6k2XGFQetaCci+J37QBad+jtkL/WyaXTCxYIgUTVqHsndnCV\n",
       "GKp41q6Eb8TI6TJij22xRyNEe5IoJKdratNvCYju+MmrDCVg1oA0byVyglcAmMyFt2xuAVWBQEVU\n",
       "2c2wnfXOFky21v66/+wubbVji0ngCfWDl07iAFKtMtd9t19+ThNafgzgDm8ns3uC6dDAT9trexEP\n",
       "7cvCV/gjb6Ihy03nqLcULkokarNy3nUP69kMxTnTfZ7pGwPWd/y4meIxE0tSmpntIt23PbRtj2Hr\n",
       "QDd0nol2623PZZRxG2UZ/BnFQnpVZPNwqMCxmZEJcIId1rzgI7p14Q25OVC0UFZEUfwGUPcfJkF9\n",
       "ljMJOpX3F2HrSQ1aC6FPWv43ws0pzN7DC2/yycrOaCOWWouXvMNpLUws16bW6kf+0hURtCyroB7W\n",
       "51S1bQtbbHiyMrjUTkkjdj78e7oDneewQVoXLstUeMvqjXgkSxBbZ4lWB7ZskctSfedXUwUFOnsG\n",
       "JwqkW9rRfKuZt+trkKijs8Yy+GbClqoFTIIaSU1/k5PrI98tD4qvFFWpMgYkqHN4v88CqSWblYz0\n",
       "nwCdOxDFWXA3sj3p/uNgbgQQ43NyyU+bvx6IFHIOhC+GgsdgewOKumv4dXvIv+LNbgcLpwurh0lQ\n",
       "XzaD+M5rCfeVoqLr3/+x+mWM5pyFYm+WGNKD3mETLCe1vCKzH6oCXvu5MBI/4ZdaTWD+V8n+lXJI\n",
       "bsE7SngdvqbtvN+MME3Vt+CA7OS7yJT1ci/S9QXB/L5Rbhsh31xLhPMCzGO+wQPEv39Rp5jg7koX\n",
       "liGG2spfPZArjo4ryixL/6hQVXWGz2MPLi2sI5H2KDE9O/01hcLYNb6BmMuMgedBSAyoKBpqkSE2\n",
       "L7OuTEXCjTooYFsZ9S8qF2Xz+xrdv9Y6vAVMIUIxwXpul+Dbd8XLxmAzQJ3MTjSVXoN/MhAb+gfo\n",
       "eAyIvnU6M7zKYHoRsS0GXWpx5pGcoaXGYkfWZmL4BFDHrmj7kAQjjrwFy084fdM9h+mVMtxbwDvw\n",
       "YO8sra0+SUTwLmQRrIRiXmE4w+qqcH136JQJV1bw6cmYq1Kcw/cE62jLCREB1xFKv9b10IrOavyG\n",
       "Ja0ZjuoqnD3pslDCNnhZ2rn5dLRS12Iyvw/WKca0TNdxifAGqnTZYqkhd3nLtWXqmzFMvOWkVT9w\n",
       "oMWjFZ5SQmAufdrhoit0v682np9T8WOfnt7Vb7onehWNnrxXfILZfdTYXbrrlbvVXz9ZtWdH/Q39\n",
       "+/ywl5CqwN/cSwX64d649rUmF7giRNeYIj1d7LO1xYRpZLh4VWmJH4ASWwpfhD1HBuiogWF+EKug\n",
       "r82bF4zfWLUX7SUmHZLtzcb73H7HYR6byiBLQSfH7CoBsUCnYGvQst3nkBxFQ9m1RRnOFKVo8me/\n",
       "seqdQyn3/R+tB/6YZ3E5bpgiSGn44hHYE91Yx7VQYO9MM3kOK8Pu6Z7YfBZrGPwTwktRQpymArel\n",
       "bLsae5U9ebppYmIQCnItPDNh6sMJPmma3LT70GS0ZVdguQbIFLyyHxYnxcpzOHBqtiyadQ01re4+\n",
       "VpXjvasAjeUCT8BeswxAhpjCI9gksHT879AK9jvdvZhmYMBtqWqgkrk4joC5hkX6WB8n0oA6hBAX\n",
       "P9GZsiAWQpetsqtnl46aouJvHhdQ+ht+7e8NWxCZAlUxuOkqUgE02esik1Ocg2lIiLSJxXq3MqHD\n",
       "LMNCsNChkKkDXTRNB9uCCAYNeW5S42//tYy4C7LQAWaw6WCLh2gH+NPKBaRARqUAAAGvQZ64RRUs\n",
       "I/8AFiMtkFj1vhokQN7+ttc5JUt0yBHtT5o/zdyvPtGRNgA4ww2uQsZPkH+M6zuQiYKMq85eTn6j\n",
       "kqsjxdpB2muRlUSN+fqbDf5qzFt9djJY/fP7M0PMwAuQ0wBVT/R7C5/sfNO+i5yPHCHF6VTF5CWH\n",
       "TE8PVipNtnBJyZNEl6D6rP5EI86r5P89Ueo0vUo3uDSRLgrgzicnHF3FRke+7yJ8NDWosXJMiZgF\n",
       "fj9gTICppRe/+BH39NSDfJsbbFFAWKBnqEalFLNUNPcyRXFSTSccUIFV3CLE4w/aGRAL6m35yqGW\n",
       "rnpmkVvjo9wtfyq1Vzd+8T3fw5uF/53hfl0BR+I5oWl2L7XWuUpVQ3efPnvpWk5nLSMYuWqD+yj2\n",
       "S92ZSzpbvFPjUxoSc8Ee5kad1AIeSsziHaLrKa+7X9o6nm/U4pgZMA9aPcarUFQ/2eAApdTpEUlU\n",
       "0yiBA5YMkq7r5UI9x/VeYa12cEg0tiWzM4esjIcXcDE6/rbHQUJOSNTVyyDKBWCacodNDLcLPzyE\n",
       "e1oJD1IFqYrHtg5QvIUAP6OXf8MuvVHI0YEAAAFSAZ7XdEf/ACLAuyOnh8AYTxHAV5nWrhl+jX2P\n",
       "26Q54q6BhAvZ6HEDZ4L0IEf2UEI5jhc9F6ssAAEbbh/FR/NBHKPMkNGh8Yv+BgcLYLWH2jCKDHNj\n",
       "0+uq9ELF5EKMkt2mSWA+cDP3fE1JzqyU/tGmcoBECWgJ6Hu6HlJPbd0XFcFZBy8cF+CRLPtffRW4\n",
       "VP2D8VVtjbD0cMfJRCmGh0De3OWw1bklDg0DjxiGs066h8wnoATfnPEzlCr9CVyy2mQEIVNVD/tZ\n",
       "k5YqeY4SQuTrFwdBsX0CfKojqdBolTrzhbFW6DpnntPXpljIK/ibhQLa4BXJYJjCGZHZF86h3x7f\n",
       "7+H4aGlLoYznC6KArFkTvloYadvUSH+6F1cAyDvXsXMd6sXjuvimsKNRltcoXxvCPUOd8TOpYVhQ\n",
       "Nc487aSUpJReKfu46gb6KFrj/9SwLXj4HzAAAAFSAZ7Zakf/ACKys/XVT2LwhLpgDF154d1k22J0\n",
       "2zqnzi/DO6zzY9IMDIbHS72QV/gAWdPKCTOdI1XQd3pzlIDCek6cEpUm+sZ8PVuDhNBOxUMUZ6Ig\n",
       "4RTDKfnhnt7zaoKKTlFFtRkM/cM/W7uAvVBaoDIAuMjo3ZwpyRZJ8TrlL4UcKt3m/hLRO13NKot1\n",
       "FdnyoUOz0xbpAI7L+/AoIkEdaK2Ef/BDOh//+I9N/uoD1G8ns4BgHNnyL6zai40h12QZN923VC2s\n",
       "YQ2qCEY/5SEti0kgqJzw6UFC+u1TuhnY1gdotLAA0PZF+scq64kD1p8EwlK6fl1s8CXlNv+U2747\n",
       "6A3D6qKn7d+faputPNPr5jPWeEDC8wIQ0yKb58o7LMgzdBZz5KSXFksPxY9XN8EPl8iwAGk1MJXP\n",
       "JMkN9Tm0otE+LPz7sOVXg4SYFTTRUXutQDkAAALZQZrcSahBbJlMFEwj//3hAAP1TY4WfjVICPwi\n",
       "xGFRbXEq9VBTy8vqNRieVGGtsNFTTzG+OjjLC/dRrsC3Vmb5OZoU2kAXGr4/2UuixNFBlrV5+xZ/\n",
       "m4vIyfrIEVeoMrX9f9I9CvuCLQVFQZyh8WRaK+5Irvq77d5IAgtjMTjnUIQ+FF564AuILU5M2vDk\n",
       "Hp+vNWldq08vGIyKgTaK2fAW7ky5GTlMjze56RVYFvP8j0T5fWEesrXPTwjbMB+clpJjmATFuKiI\n",
       "n0AWlw3ubmEjO1u2PNLLjTSAK9zZNBd+nePSwyTw+8s+RMuDuTskU+eJ2LvzWT/qLAAb7R70ZLKT\n",
       "RhX2jGqXAnG8QiYMWjx6dHLf8Zig3a618qrwlQexpLB58YsrpNLdsFot/fcDYQ9wF/scEigHcJa4\n",
       "5ltb2cu0yWlLMbUY73x3zPuyKpgxcYqEiPzppprFJIXLYdXpy+7pa3vr9vnwgusvP+bfvBizNII9\n",
       "1aLMU5JQUB2tesJHpCHDBTvval1fMUza90uCzKhVYbwCPfK0BUXEmOmUtnI8bDMezpyp7zmtPL3J\n",
       "NujopY1u/+CRbrpWnQK46Nk4QUPfasXzCauVMbpYzibqAv38C9BbsDsfjRV9iml9linn4Nvk7wt4\n",
       "j9dkFRXD4BMRJW89+SzmZbzFxrQGlSOMj5RhEb1XFtnbEFEwRc29JavCZD7VtqC1TsiFdfut965H\n",
       "AZa0ty7tEUW2atAyzAyhVr/C4neJOXIyyxQoXgv/8Udj1lrKr670k4w1Xz6Mgn4YHnRQqVf7N5F2\n",
       "AheKBhBVpdQXIKDuI9LlaFlYy0OD6nufPlK0j7QKWGGdf9iD6nnXpDtmZC3IqS2kq16UHGJFtGas\n",
       "ELchqZdtKHrR3lmFwGzI+ZVImtYSTGM7rG8JOMqk4Kgm0XmKdpouzGLNJCRANx9awAIQi2p/2+pH\n",
       "1g1S6GT2CitY2mp+FejnjEV6AAABCwGe+2pH/wAiscEIHSVu46vsNIzYjFB5WhEwKlwP3x5kfW0J\n",
       "3uuTf+XGS2LLsRy0tURngGoo5PyuAlABf3HTGdFLjFayQ669zLQ5vLcVhswkmCAEq/Sxr0bBpQO0\n",
       "VnSECW3osMSs+Fh9QdcGxyo8CVqgEwvReet+8+kAX7xH+/Sf1YSYz7wiD05SWNrh1L0hWG+9zOny\n",
       "uaUTfqoapbnk2+vWiX8oCGIveBe5NGSFLSyZ3ATCOwy29u+pKOh//ZPNP26EGAGynjiObXHLcbME\n",
       "8oGW7/2/LM2Uxig3vAxXvUzpZ6E5U83kwbYES1UoPeiNVkbvr2njp2niX8CttTwtvUo0QqMXi3NM\n",
       "AmX4XQAABAZBmv9J4QpSZTAj//yEAA8kNQ1bakM5BGFDL4AWkTNPv0QYvwWgbFf81Bi/sVL5Wt9c\n",
       "OIZ1rIi6iB2KJ43pZf4SLBMcWH77tueh1/Rnynf9vcky/v/NcFknKDGcrqzqFtEBX0liibo6kSXc\n",
       "F1Q2n+5BdbuMfE8AjQoexERvkZF0zJ/7Y3M9GIW/e7w9R9ZBY874jV5/GdbsBwfiG5pqA/QKBRbd\n",
       "LBeEtskXuraa99RHAoJPJKcSTlNi2BKlfddsoPrIeDX46UEta5O1fnUktxCkS8oypcVv1rkMgNb5\n",
       "CTbbhH85k+1XJwbZWZ/wnwWTYFejLVPsf9B6XDwGAx6tPjZvAEHDoIQPUV+4MGmg+o69wem/l01q\n",
       "nkAOQbxcmmi9X4ct+6Czl8fvUJywxQVj9dZsNEcvAqtuFe522A8ruDnz4VDEwGMWq/xaiBpWemwR\n",
       "0Nl+UT+TbGRDeDg5X0q8TH4C7GPZlFer6ciF1yBcqJp51NVpxccFSjVyBQ8S7KWQDM/8snKRnwYM\n",
       "ixUpev6Rdv0UsgZpHE5xmhRi59hz76ZNORxIxbNicsMJ/evNzP6VDJA31w/RnSLAGEknHyRzgwAA\n",
       "+kFHOfowIl5zBVB4ZPcQhGFtZzWwXG28RIcsvXVw7G/bv4lBOVCkCRfnSK3Dbx55Pw9yDFwONl+d\n",
       "DRjfC7RDHHwoLZdx/vfcP1ZIDn0/NlJnu1YFHxpjcV+T4KDOlCVoSshJgvGDeVX+w8i1eIsu6pn3\n",
       "49b3a2gp0XzRCeZY5M9L8I0wqHA/M756Of6jXe4XunBnBU6wBWY9TZpt8zpLkqAQir2Qb0Gmw3uj\n",
       "+zKvyoKh6dV+gIpINkIXG4VTzK1yApyEpEELcXfNzY7V1UbkH4T1U6O3IcdVD7/wenzzy70qU+dc\n",
       "LLHJmE2ZG+aeBBjoV6dnnHSlPEcEGPiKlrxj7djc6gMIl60SfgrsGQClPpHkWfN9Be6QuJIQIGip\n",
       "NSmCAOeJzOzCTdpT5jojALOrKkhJSpbUg4/baH9b3hEbD7T0el7P3jeho+oZ0Cm7w6yhwFZbI3cN\n",
       "McIT/j3DM4BjD54WWxB+bE1kqHqRsLEb0eR+ueZlPPDmPbKcUz7K5niyiqUS9k9W9W2as+kcQirI\n",
       "pTaJHan9Z+rJrpQIK3G59ze0KAhq61UFKsIlTMnjwDRgPGMxPw5ZMv3c42KbopmoPeT8B3CHC9KC\n",
       "/rM7x85czBBD8+mpFl9CGwU+WX8r3q+INix3c0MViA2cQ6K4OlwiBLwkQ52w1Mk7sV2L9ggHxj56\n",
       "TLSu9ySbq0cqh3Agh53buXOhj+7z7WwRyyoTjkXKTmXPIkFMO4YmQSaCBdKmn0/dY/p3S4DKi/L+\n",
       "Mg1eYVDm4rvf4EBpAAABMkGfHUU0TH8AIb8EI8zhxanocmxBi0FGJL6TR3l4YLtEP9FPpWDBNG7H\n",
       "s95ZftOUYi5LS5EUgJAr29NPpjv9TLABLIVUKZLlxDRYwfwPhhhpxYkwr+e/0pk2s9D4rer98C94\n",
       "0wT8kE6fhYQOYDLuB2zH5UR3/qEiIaGOIHmXuOGc3DGqTkc/8gYENb2T+J6EIG6OqwCgZcvLETCK\n",
       "McA3tjSpiiwjjI40ky7iZ10bKCuJV+MaULCQvZVOSAm1dLZJ1vXhjgmyNOce/cBdSlyxyHvj1Qng\n",
       "PvOBCZloHBuS6ho6jtxCj7e9BQmAuGRt2sRUyzZwXjdOzthj7I4L7Y6dnKM8knace1RmrF4sipGo\n",
       "/Cfj4PlFkg2//toojbUwLpXMIvnmcR0K2FTmfSB/FYk7DlWxhQAAANEBnz5qR/8AIbHL9tMn+RrU\n",
       "WHsMCVsmClLa68HTRP3Ox4Na7JwRb9G8quoyP8gWoi/rujhuihalIsl2/0rZOw5KgekS/t5LzxsY\n",
       "TT+gf0d0/J5wzkOqfjrJtIHwYxC91MMnoOQrl4h1Qo1R7AuAEyfTFdeJEnXqQS48ROt0aqiBXFVK\n",
       "6zX+Zg7QLHfa5nSqNilegOMGGuUM/P2VUWKOnqL6DvUjzSdZqIrb+cmR/ukWnIt024EFMTCb3BrP\n",
       "gCTx9Ol5WkG1Fv4uBKtZhrcwm4ErYAAAAfdBmyBJqEFomUwIR//94QAD32D1pDL34kCwOvWLLaYm\n",
       "YCABra36NJ0Bo7rvh8qb+naT6RIAV3L5ltKY3oVUXlvsMSjEjn15ZwCsreXrJ+MDWcayKcX1wNNz\n",
       "FYpLICZJpd3lAPJnJeGDzbVesUafig9TgkO1N0MHeUlroDjipfT6ZS6wFLfOx3nOi7TAqVnYRrTE\n",
       "CTlRtAckW4Wt3wa3wgVDVxeRESuIXNhpuPeLDy64/qcstHJMB0eUoZJY5yv/DWQU5NisMA5pr1KX\n",
       "Zjcck5yJMGq3TSqvC6JauG0633UjYZCd7x+A0PoefLWd/OmS+5VTL/TCdlGIwUJsg6Y6yJHDBK0R\n",
       "AkehC4d3TkwG0S5w5Pwx/rXiCB1HZUmFl/2UE6TLp4kvJHvnkqoUhMnNB3yMCqP++FhyhTxyWFaR\n",
       "LnVmLW9TGP6Pxvh6zlAehog3aDvWn2TsiBmwb8StAomTJIQaV0yRCX/fCJoOkx/rIXmz05eNHmEv\n",
       "xIQ5IDN1KtVJ7SLJ1SAmVMP7hIPchOCS5+C7ZDDefUoCQlRKPrhmf/E70bzah+SuJbDGaKm1G0k7\n",
       "Rn0t8a/LaWMC+rijsMV8m9U69AerVth2M7FTHtEWtC97W0uS2mfg5RNNQ2xjN8Ql4oU3NFNVXR+v\n",
       "+sI+Eaz8u+TLmtO4VvVIGQAABIVBm0RJ4QpSZTAhH/3hAAPfTYM048MO9aUJEEK+BRWxIcrxYZCu\n",
       "RTx/AmmxGqAZLmnbfTIhwH7OseByeLAYr0Mpqj7vsSo5vgbNbqhKKrVvpZLYcIxZ7s/ZB440Riuv\n",
       "nMf7xfJWzIc4oRZj4x3TU49yFaidOgU60NjbG3LGsPzR6rnddJIPquNrgrD32Z+/CiWOG26xxxa2\n",
       "pKn4skpu1xNIX/3U1S6a+Brez+B3xi9PuEAiJLLx7ZXoDiGEId1Q5aREN13a5VGY8VzB6hUinpgD\n",
       "8ds6urCs4eaPhN86U+J/0TmGxV/C2FJDtRY5siVJpcdlMFX2quHmx1Ws31Ipy57cctZw/tXDHIFe\n",
       "VGRAOj8UZMpgT5AV4P7TzvJmwYrOwIMfdNiYG+mYciu13jJnWiA53Nz4Qci97mOxr/BkVB8JAd9t\n",
       "Or/vqbdP5CiCP0tcdDQmyq/hNNZuvtr2FZkgtZSg0HiJZtKteAqObty5BeBjuwCSeT69yiFxCS4N\n",
       "aEL0l+v3KqxCYbY7rQMfR1+v5gFxa8MV/wB97fAR3osRT/CGjMijvhs+n/x2DYLdm+WUnC8+jcct\n",
       "1m9uHfLu2GNaDQctnCgekUzesoX9wnEQN5Bh3hYLDc7aGh91+xbLh1aW9C2jsEUDGF09/FYEU600\n",
       "2RezIFDLjKjydjOahJ6HogP0M2UPPC5O6DqtAjN3KnaEMW0YCFH7QzNFmXOKsMxm+ZW485JK5NWU\n",
       "nTNsYXheT8Fd66azufAGw5wt+ftEBBZqbXTZkuPiRoZWwnsIMyCEP2aR3r5uf48mxE/fx+4Kkg1l\n",
       "imrsbgc7Ye1XOoABnJq5qm31aVKcY+rl0c50MTFofUB5Mf/KOyjX7biv3qmHfY9Qdswb6Km4TkS7\n",
       "ulgNTNJ6tJ/j1jxnNCTQJf8ohVev5WxlbmY5npbDrqqC7KLmieny8QQ6iO7i16rhapy3mdgV5ZKs\n",
       "6+ooRvaHL1Ait/dcd/wOkJTR0XT7fcrcVZrAmC/hiSMB/CxU0uPP1fytFZNSJXhwIVNkcBlEMEgT\n",
       "pyndc3MdPV8vigeNZQAfTpGiDF3Jdn8I9VGC/Vc666H3hORbsb1S4DaelmnHXO9SKU1Txrx7Yyq4\n",
       "n+WkRUZ8Stltu0zWQe0oKD9LXrV5LPHAVP7BkZTTyOeW2eynrNt9JV1Z9NGKqnBiKC6TGV30yBaN\n",
       "1XLqv0Pibs00F9VU6LnnTVSOeSF28BEOpHYKOdqjDJFC5ieXrqR14F7dhgyRdvvOjuGahKQAWyTd\n",
       "x9kyk4tyKujqiAGZxZrGf+BiwvcWHhwyjQ02WIT/bjFD/AQYIlFchPx4VAu2VCF6mZDKXaejeMRC\n",
       "TONhcuPOMMGxU3J/9dU5kWg5ECHwrO65YTkIuO9nOY+rMcbXS2ge2gX90LnUQxQJp8NlBkxW6Nqd\n",
       "YBQlXr97d301I5zUc4ORcOjyDSfJl3WbBjUeqnRIM22QU57mIiU6ylQ6QjWAapALK51l3lVmKqbE\n",
       "2ST6rqbaombteM9E5LdHfEr0CkkY54zAsOUpO6iJpCEMybA0uAAAAi1Bn2JFNEwj/wAVkyu1BBvr\n",
       "4ZoAtTO9g7XFf+OICWmOte1mJLV7cnfPZAxoX7QzVJytqK2fc9Q5rWjM4plVRZ6uVuoUonpPDzZR\n",
       "OYnrbQ8Pt8nxt4q/LevTb05uR5Mpzit8hwvKfxuMLcx1USzf1XWPAQlw8sq2UbdbFTTfMhNiepCA\n",
       "OoDAY+/wQXx/abQMsTY8vMRjSk8Q9JDE9UU/nJ6/xJQgz5igk8ho3EwgPiikyqC/n/G27VIzqLTX\n",
       "t9bEuSDq+LdyNtkOlTNDg3Ea+ShdaHMjBfyrLvEZI8S0TDH6APiPkW4nfWicaNBqN//oWCTdZ0hT\n",
       "i9xgw+pBKKNFI7VDzYgLv6bDCmLR+H8PORaEyUbR3b8R9CGA7qTt3crMaIbQEmRKRh1T7XQ7o79j\n",
       "rvP2jPVtQiLA+NrFTaJ/E2OA1o4dd7B6lqjEFbAXVzSxEgTdEIwX/pmTmt8qM0hqC6qxgznzbeJ9\n",
       "GXpvIKpnewVfDWBP9hTmeiFId97bvM1GM+VXbyvIhQHzxA1VNRz5pTfLkz6gu4YZq0tIPpJL/JhJ\n",
       "hnU+cGm0o9LBhgDUj0ae9l47FyjwMhMu15X5mVCnRRfFXEUwifp2pm/A43XN5+QDSuLlu0iHLY4L\n",
       "3ww+j/uieqk1bDZnyCczloonAME7CrUemgNr+yCF5UWan6TaEJteRhKt0SLlz3dETiIUp4liBa3Y\n",
       "f4ABJr9nXMB0YCLYY9/2XcLBMJr/3NQoHxvGtQAAAU0Bn4F0R/8AIcMXXa3nCgUGdS/Ihopc6kVU\n",
       "UBo7Z+/erz07OhbI7IN3iLFni+v3ZHe+8xzpq/d9wKeVq5ER1+Cu+B3Bdb6ngBK+hOuHcmEiitsl\n",
       "uVTPMkSmus0MAzc0GAyCA9VhfuFZAb+jYAymMdy27CFUOrRIWdVgXFIxhSbPjgPKLBdsgR1J39cO\n",
       "S+yenL1Ysjr7Q5LVMG2mObR+xl8so7n1nSqeqiCSI0P42yoYJisRKm1+VMN2sz8IDDnT+Mw37vIw\n",
       "ZceABbw2CWp5xM2dA+SyKgHyw8bIJpHxVVa7Z/I1FjSiWghI0wrHKfA3YalzM0JsKvORBt1tbGRl\n",
       "M5zMh78IrR+Ijyn51A1TDiDQ/lSR/qJ2G1Pxcl+9/J4BjjSlVySZJifI88veZVOQ2pFoiQN7ODNW\n",
       "k9kM/AViTdkyb7zgfzCw82cb0JAII+AAAAG3AZ+Dakf/ACG/BCPYslObTq3WFg6XYtBkHDQPL8Xd\n",
       "UZEm55J7jQ0ee/nZ8ZfBOx46aw6Fe083DE4BJkhjylKB/1F4Y45MIFrvycVrdE5wC/LagKblBlbF\n",
       "rFYcpZ9UxKC0Qb6OgoZ4eZHHcEMLNjqem0tLSCU3WE41EjpGB/fn/+MNCxUr3wiRvEHQeHCocQf2\n",
       "3fHtgyRw33Sc3bwyRh+TqXpLNn3ebgdWAHHSGg/mIPeBST1QlmM8GoFf8CZkAC95YtVwo8rC4Tlq\n",
       "fWBGWPL90TeOCcsZc4bEijm47MEGLR0/dTR+UbP1KsXamyjEl3mAto2XXu8rXbqXhjRW5SdSvjqR\n",
       "toZZBQOS/cw4RPFPsjdfw9s5Y/meb0ti9cFQ7/sIhhHMgGyYRvkvbSk9k+MjbKZL8q8KVFGzcZ50\n",
       "caE55Qy/MTFTql9Q1Ac/7tLO7gWpPkflBCuwsKxwlUaUd7TUPH2hTLh4UTctgrJmc5iSgEQFka/k\n",
       "jWPpTiboL/1myGzVxgQ4H1xyE/CeDtzzIGSPlXsScr9N+k6HguSGd6CHZLGkyyP5qZg3jmdwwkZd\n",
       "7pEsXmqM6zkDUwAABehBm4hJqEFomUwIR//94QAD302DNOph+JAsHHTyqOn2rhvjZ79WMszE6xYX\n",
       "UOxB1i/57vxiePj1oXci6hoho1um65cr3FixRqRaQPA1UgBqByikJiczdcac5/z+9Pgs+6rHsOaf\n",
       "WXBpbruJnO3zGAQNeBY3p/xY+zBHMyadRGMEnqsQr0DAX0CODREvwcnDVNFWDNCbZp6OlkaSH9Br\n",
       "fD/Q83NBZ6pGWLIcImGb2SWZOkry+iE47APc7IHabZqnNEANR1fIMpKDnfFkgHL9/vjUiWx2kIGm\n",
       "ry86KMVatO/tcH8/XyuLN1xMurwLk4swRnNMiYxAJelRCssbzQOVYD3H/eUziKpN493v7492TVw+\n",
       "Y9xLglR431+/ZNZiR4JDN7SQVG3dcfoWyPCZgvluVzXsdCeiQSXf7M2CBuDZMrvgkta5J7WGlkZm\n",
       "9cSJbEvVv289maFD3xoXzaCUDHLHVxmRBXONxTzJlSmmmigfouRwlGGjECvGLhho1pCCR4Re3Pcp\n",
       "3d3AhsjXa8U3cx7O6SxwFHRZWCCYZ37PUy6Hxt7P26qDq9rAKWSU9L0N5oGHEqWaeSTCG0s2yq3t\n",
       "IcKyADWh6LDlA+uCCjJgYNj6h6AQ6a3jOo5wm7tcdaPXRklt/RJqu8BHEqE1VgIfjUBJ7ZiPygSf\n",
       "tYZONLJcKCUI1RUHr61sJL7kvj9amNlF7M06Otvy76cMtN1geMODvsemdZHWeEXSz0usgeMr/ZHs\n",
       "QcwZRHAahYYSOGNEB18wDE/qzXYH4X6HnUQpdlUoxYi9AMTrAO25BcjGmmYPkXSL+SsE+9PHiCjC\n",
       "kUMTU7pCLShLnm/8gSPv+MK+vZiUTjHbkTkIvOEa1lMMjpSucGWEQBfcMfQ34PEKABHPYB56Uear\n",
       "nICu2fwTgBx7wwc1uSJKa2vQE/LLEKIJ0ah+44qHq6H2h3Q3KdSewsar92mot1pQRlxbwR8DcZMf\n",
       "oGD2AoE+J1PS1QiOAPqcunZh7Sg1KXnU6uQDihZ6Ipg8hNtb4vXaMyJ6Rrke4V2Ufj6JBdbPt8+i\n",
       "iJZSKD2DAhwPMh1A66C3XRagk2LGZjutxDtkhTVyMEjRWIu+8clD2K2JCpnlfdz8VEV5N0TeCFvF\n",
       "JgHcJiyVLMW8GojW0RBCnN2dDhG6OCe8YNEv1BAE2zZpZ8DW/1/nYef0GkwoQOc84VNSrGB1/ApS\n",
       "m0+YegYOMWZR9uRvJ5ehQNj2wfVoP1xaRjsFR3M+Ky01cOlaKnP4FyQyjKl4nh3E6MMYB2qGNdSE\n",
       "32QdAYv2IMq3eMJN88d2a8tLgB0ZdFnVFCZtwzjRUe51kprqJLVy9VMVDhh+syTG7t6m/kt53PSG\n",
       "8e20OJWnilAOtDWnTZCgyf7nhnmoMneTWm4EOyG9wqWbLOa0PCETGTbmzF6L01kESa0ElUAifrms\n",
       "BbpBdPbj/9d5Wr9fKaMxOvPD2WNy1mhi+wom0yEvG/Fp5wQHDjjA2naaUhZ+FQ6nOXjqWPz+vl4e\n",
       "B1c5dutFoNtUwMDySqjH4w7REDQ4sYL2C1OyPd7RxV8KxKnbuTvX7udIE5dtlaBbhzLjXSjKNOmJ\n",
       "+VGkBtd8c3I5KqNGDHrnGNhSnPwnKh8hquBi0EHGDRpWfAPpUpS6aoc5SprMMihptuj4YZU3Pw68\n",
       "iadt+49AXCt9oXyfPcMpB8tM0JYug1DwtzponSEBxD0FaFF/2AYOlgyuP5D+2CqVo94WuU2LEyjo\n",
       "r5FsRdupiL6hi4pUhuZ5E6dU1CtSGfMcMLWY/40MfSLahcxxAThKjixUmnQa7KFTJpdwN7cE3cIS\n",
       "Ya04ALMMDBTPgqJqrFu8beaqsUGj16J0SFzA+8kglaAyhrkFQHyu3aS6d36B669t6LQ5cB4/T9V4\n",
       "A4sfzAwYcsQcYmw6NHsSub36JZygJX9C/eCH31ZF8Ru2ERARDTsaKvuPuoJvCCGKgZTPznOi59t5\n",
       "lnwRmIz3bJRi/D43gaIu8E8aaGAX4PfFGqdqMVkpyyVZW1aseLaCaTo7Bt8AAAL/QZ+mRREsI/8A\n",
       "FZMrtQQb69et1GmPORxm0XdyVJetcCi+Bbho3f1bR7TDg6xuo1bd0rxm4bO6pQGM9hrM2b04mDek\n",
       "nTQBS3h5+X5uGnsRKEQsMNxk/zhZ1c8pm1hNVyEyWnRAHGSxW3QIjpTKW8ufU0SfP7PLe0hPpZZL\n",
       "Sd36wYXJMNKh7Oz+2B1af4+A+LM8A6x2f45CDKxcbCaLUgHGPTy3qYf9xwx2TriEcYtQJJ53X+sT\n",
       "hbWoz60dvZ21dTMKGnO+JQ+JwoYknIWd4ydEwl7Epmy8hbzj2CnF10lYrdvDlqSksEvY8ZnV0fpD\n",
       "5tDNZ29+rD80Tvfw38gm7c9lFfwX9BnwN382YbefaqUZN8PGqKs2bavbzxfg7xxyN5MuF+o8kM28\n",
       "Yl8C3UGSN6kLO1DUJNWn4/YgBl43IQLl3e+0acVQU4Cx2uNg3xiImJgRiAvgSg+6yOwO6rK56l7O\n",
       "ep7J/CYTNkzcsvLuEa2+aVvVde1xk6J7ANIFurb9lJUEpXwrHl8nyOOvIpWZvB2d3sSV2CiCwvHh\n",
       "E87AhGj8jm583pndg2rswk5g6oOtXsI40NREyEC2joSi2aaFE3p1TZa9AHugPL8zYRMd12VM1ej3\n",
       "H8xH3JmEAZqO6pErGfwP7rx7SEadjAu5of4MU/Rgso+rBIwCCWEOCLgPYj7QZRcaFi1x0DwkOyj2\n",
       "CWWxCGoEVPe9kGAzGfiKYr4CMUsqFMEx7B8QP+GpLO9Vr3KFbOdZ8f5jFNvQTMFIQzFewOLclwd/\n",
       "mG8h0Es36zeAYA9yUBDSZo3SWtHWJ42wRf81mLDEsXwfdhaQOq6PQ9uLbO03D58uU7ve19ZUn/8L\n",
       "Sy7l4uEnlBJYSDu1OB1uIRvrPkSX7l33PfWs7M1ubHD4Thb0MwijovESuVpwhMyI3lFoJq9+pqZP\n",
       "OUe7AkgXoIe3viVU3aQ4UQkyx4tTG++TSkwXE6fWgg8//xSM2s5JtLtFus3JGaUoNUKfqf9pMjpc\n",
       "dWmTWVSbbn/jA7D9f0DQ9IEAAAILAZ/FdEf/ACHDF12t5woFASDjWZoWAaFI+HQPbQapA8OdGh4b\n",
       "5r2DVdodomkZngK3BR52ZWGnp1x65NdIAEnkvkt+NO82cfAyQgDrDavVyl++NGGSI1Tc2IEdia+U\n",
       "cQPCSd23gk4vhiBDQ9NNs1cLUZrWge+QsPmAPEqRIh+mbgnd2fyDMSYZvZ2ozr99RaZpW1ZvUL+g\n",
       "Nsp7agk6XGOfT9MeEDrlH8BSguv5tCvWxn9La6AL7Hakzan6HlPb1Xf3IyYVgOgpYUlM4y80va6b\n",
       "ve7jAbB4U5hhdUIiIABrRpySvuhSHBo5zvUPCX8Nk5wtTepwMl+M6w3pHOjSV6CCQCcRzCTRz8z+\n",
       "STZLbJEHSr+XJLh5FDWPtXe64G5vQq7wE6ISrIpIEhm2lmqt3njK7EBN/ARkadkkOJh0bKeRRSs0\n",
       "oTsK3AJL7Ph6rQpnkKzoL05GH9nBtBe3Qa96UyYFIoLeMVHCUFGco9vRLy0zo26AkX9OECJLYwEO\n",
       "52KSO3Dpjj9DsUPmA4jdUvOG0YTHxVq8dqhTxrW73hKDmj7yCofPv+2TFy7CE4F9gP4SWcIs2W2/\n",
       "ge6SjqdSsuCb1sjENECcSMMN7QOhvYwcv6mHhbBafW+2UaUWXPTIMBgh35/oYaSysOSz/kgBX5lh\n",
       "cFBaVi8Y14MyP71FkEZpH7MWQZV4rfe4NhdkkVwDewAAAjoBn8dqR/8AIbHL9tMn+RrM3QNPUFDX\n",
       "aV8SQuqCGhg2hzMvIc8Jyfbhk/f/zySbTdfydVsYq8mB7v80vkHda1d0yHQk6RZUi3kL3oEMo9Il\n",
       "DC0n5JJDwtu1qn9j8uxmOFyGAEz9YQwjdmpu30X7OpzjNvA2VoC35YqFu2FJGox+522ZlyQZ/d7D\n",
       "RNXWmNdcMqfS3oTuufUh33QA06qHCIhZJsZ6fKd7E1e6tVpb9W1Cs4u0k+0tbrntb5PqLmhMwuf5\n",
       "qZxJnD7I5PJY7D4U38+hsVLbV3mkZ6+CU3214/d9w5LVJO/Yjqz53VGMId+xarf3g3oKU8T7dIEl\n",
       "/PfNp/nuBXVSfBLKkytOZDaenpgaPO08OuBLUP5H4HaefIwO5Th93rGtqGOVRhuoLUx1ahM+pR3t\n",
       "WyvEgge+Z2O35blKj962Kavn7BQIxbeYKT40XFEPdIa+eTtRM2FbS/zxuHglSMmV70ZaSJdx3AjO\n",
       "mwxJbRdMfHKKMF2pAD1ZQsGGzyqurazUkXzpGOvjRb6FEPf7YtfWWYOGmNI4GDgfPwMHf3Y2AL+g\n",
       "j6yHDtWpmEhfj4YXJAd36sJOvHx7//PFmQ5O8F2Y3ACEWtLBV7Kn6L/e2gze2mEnINcDcdQ6Urpy\n",
       "quCelGB71yYQcIsPxV8eQCJZOAGeI1bBI9pLuqP40TZIvfOe4zJEJWB9vKH1SN9JJf2TPRTajgfQ\n",
       "L5hQj10714vYsx730cX8CcUBtRXGKqWRRtP0cE8s7M8+AyoAAAdlQZvMSahBbJlMCEf//eEAA99N\n",
       "nbdJzXEPQehgUxiotpv96pjt4Igj4r2W3ACDG360Yq7gWeETE/ggT1x6q+ncKqCOQeXquAar2TfB\n",
       "haDTZSbgftMI3JU5NVlGHCu9gWnxQ9Gl5PXvhSiFS3ireP8nVosPWV9Ct8KAEovRgqSnYPiFKrQW\n",
       "pagoqZCHHP3O6hix6SOue8nNr18n76JHP3HlKTB/fUTQmqJ1K0wtu/pBB01Y23e1ldgQnUJIxya6\n",
       "1z+/9CaGX2xnCIfE1IfZSr9nxOwCbvBFGwISXHZIFTAGnRvVCSntGAP5mPFUA5exJ+s+syZ/zlSY\n",
       "mX7eAa9Zw3sRGsAsCo4H96JAMv0WsOIhdzUBhM6z/fbALOO4Yh5nnmjaePxv/hCR7x/INFQmVuxY\n",
       "/IOUpgsld9aGeFznmgBkhO9JfBKw8giLYAXNBu8CGzUksu1apD9jRqB5wKnGepv/As2qYqcSVrqo\n",
       "gn2z6A3xu+wgRLrMta7yBy7VDt5JPy1cLKcB+Rv/hNshBBYYMYS7FsP69QNr1O2kzS/mZGMhQcs+\n",
       "FMpojCeag88vNTPVAtDy/zvlXtU2NGBNRle0AJre6C0OclZhmo7xeEVnLti+aoxuTNjXevW9G29z\n",
       "1ieyJh/K4TUoAqb34dhvJLUsJT5O66vXXCa37ProJHM8jvvVQ+OcrLVQD3NW//8kPIrNE3j6WFgY\n",
       "eA5/zjtRe8gpNK/MfNK92Kp/Ayme/fFjNJLciQ/4fTLrsaC7UurUITw5kaWmbH5fJUz8qZvyDlMQ\n",
       "ysoEyeIfW73TzrH8iqyMbWEgCd5qxWY4oIVsYxepNd1j1yGZgjq7TqQLLxEtqgdUcAw97j3OhxOR\n",
       "Un15m2kRHJLdB9WOcWhgcJmBBH2jl/ba4HLl7w/uibB74CriNcG84w/1xVOaGLINmz//nYtCTO2L\n",
       "9yTixQfvyDqQoO11OLhUS4LegdfvJva5irab7j4jCkG/eI6AZ1l0CFOG12xMQr17y/+6l1z9GvyP\n",
       "EsXsbDf0vgBOPj6M5WnbxjROYyEAW4IdZQ0Mmue+qS39kecTOJgJww/77qPsuAbqYa3S9oxhwKM1\n",
       "FxfTNUpZp4w3AQkBQRyEQatOd/dKOvBM17lZEmbaYO0yP1O6t84W5GVYDu+e+c8HbKnxqjmOGpzT\n",
       "ITvMzuShJE/hCh1kGE4n7RJ8s3Fqy0c7qHPArXlICnJYfvdVnPLv/C5okUIaaGFxu9+CzmS0UgXz\n",
       "nqJ0070/IKBHJd7k+xYIj1WYE9A8bw0B2rbIpytFTzR3n3ZKEPo5vNk5L6397wiIBrINzqtyqcNX\n",
       "/dOqab5qT0CxKlVjT3R6RkHdReA90Cd/Tuvh3mWcFMuWCGzb8gxh1oUs9kYUntzy/bZMHFMhGpPK\n",
       "cJY+WAjuEUFBXZDZiZFBa5PZLwWR/o1i1gyHnfF9WBXf1lqkIx6ya6CELAMgIYFVwApEwvv4xtFb\n",
       "66WgUVMdVTZ+Pmd9nxUaCgjCzR3u6t9Ahwn5ABm5naH+uiiDkIdEyP9WAmeET7qiCPOGifatjvxh\n",
       "MA7Q9PusJhNpzNvvNXWJPFPGO8cZiGa1WaWbadrWaWUjhW3vCjhGYe1d3cZOihs//ptDMaz+odb0\n",
       "0vfbWWk7dWvFneG8vNE+Ld4rns0Kpaxy5/sUEh9Am8Zs9F4gvBy+b0btPl6DBPahv3wlobLN/hYZ\n",
       "V9zbotFrUAfTH3538J1GLZNlHD/Drbdy64jcds5dJ5cPE73UXjrqDVDgHYuDebWMVoaVmT3xMrbR\n",
       "pb3FdwIuadAllbBmC1KRa2r2ecosiWKxOo0wYP9WcpBraF/EoTzWg+/HaC5lTkZVL+Tp5RaSS193\n",
       "PcAoKR3YUtUGk3zcTRSMGKLFu5r1ifxlzk4tKEsUfpNnc8tQeW7U9lgibJirhqLbfBWqxGhEhH+Y\n",
       "y+6ROrGf7v2F00JrHRXD66i2gzIgkOU5tYGfTVlDG2FtynBSQKD3/H4LJJqWUzCDhxlxafALw6fm\n",
       "6xT+hkZdAf2/4EtRtiR5E2+mPmWfchN6v1TGfGb7XLUwQuysjAONVmJFsi0EwYThsgz6xrG5GSCb\n",
       "+huHTryJ3KaGa/u6a/2A9eDs0GXRsXKJ8EWlt1CRmWuR9ghrVvRf4MGs5DiKwUsHEKPr9z8c4xgK\n",
       "Iu2IY0+kYE9JwA6nnqI5nswvrZHKKuOMtI8xeqbqMJxTqLntCCGbxqR7V1nB0TdYAuYmAk3f3uS1\n",
       "74E129d68Nd1k7qywX+c7NEgq7QPChlys6e+ZJzS9S7ESG/iqReA1vRvR/0MwHBvIMYHIbKBbcY7\n",
       "4ePHUvjLWgo0cmNA+4R1vKWvZXZBfGdWS6Rylf1dpHW//kvJ3CR9+D3tmr5MuDjT2TGzInAvAf2Z\n",
       "SyPiV1Yy3J/J+hxMkTgv3LSZsDr54ksE6JTtbJJUMluKPc79Us+IwOI2uuEFvnwjuch5Fc94EhdW\n",
       "IeSa9lxFuxUix2W4HRBB7z859g2z03AVaQH52QjsXKzzuH99ohBNwSoT7vUI4aCNlxBIAAACvEGf\n",
       "6kUVLCP/ABWTK7T4MPIdLSDuGhshzT2LG6gI6ntsTDs2nY5+18ckLwWXt2G6NoZggGLSKLaUKouF\n",
       "EC3i95sFK+j8Mmu9rqzYEFZTOOzDRI156TwkD2Ly4YmVMStpMg/875Wd2x3n5lYx2V3JCOAFRPFO\n",
       "tdcd8xsORzv3GInHq723oEcsgJ2fqD+y0l6QtZ41Eu57acav/5lbuX6kGzuOvDqvSimltlNi8euu\n",
       "HpceLRad+CpOgbmVW9NVsY1XDEGMXcQp8gKaLBgjrvMzyYsI5fxfbMXQ4iJXKKoQkFlEgPt4fExh\n",
       "Vj5oCVW9crmrkz7er7EiwlWES1nsS3OBE9KPUkljpmqyvQuvaF6OUGVLDzmforpqsuGNY0/LQjqg\n",
       "Gijn2+H2536mMez9rRJ6AUAEq5uaqwCLiwazq9M0Eg0RepkSpJwRmfycbGnM0D4qLGi11DFf4NQk\n",
       "UtzXACk7nuMGdN1vt8UvTcPb9TjD70G9RVzPBW9hZaSvi/Gs4F3CfdxdDZEEjGItW99BFZGEegm+\n",
       "rjfsdMTE0Jh+L43T0DUwxLe+pBlXf1N8PYY4YJC4F4SWoFGKHiukMJsmsy0ttaMr7nEFf1E/agJ0\n",
       "SgdQd1ocS8dUs0JgBQVaTAWgHq6ywjY4dGxol5RakSEPAbKxAwxYfl9W3H97WXhfFtkY6J1G/Ur3\n",
       "1A0/vx0Le01fOBU36tXi27sTVVhaIVSBMJ+xQkLiRHNg3HQ7FZAKrDh6wIa7TgAbArbzFU5LL/pV\n",
       "RH3Mqe1jZrw/cwxPLch6bq2/tgyKl1nIhBUrPWyA0VkItLfUytq6uDwzshUTYrq3ZPe9J5iPrOro\n",
       "cbNwrmdllnLtMSGqCZTEbSuiXduc/wTp7wehhCzqrZEiUtqw9lEpgawpTRXwYqz7dxXYu90DoxoC\n",
       "GqzYU3LjMlqn/rVbAtsAAAGTAZ4JdEf/ACGr+FYDscmF2WbU6Z6ARCYIxAbAwQvy0VohNAvUWwsa\n",
       "Y7ylPui4AzZ1C9pOQjlbDBUGydLpxuyuRl63512vQpB89Q0uloGjmtznAjL3hO2JEnivdmg1GArU\n",
       "nywABOCen56xZh4vWrWColBlV8b5S02cGOfaA6xLAFDS5qLv0HA3enQjAvunmynOjjQq/3P5b43I\n",
       "rH5fbuH/1BsaiEAaHFy1fKhXej+47juS/KH2ZweE2fz9mbzJ3VRhmq+Xn86TNfXe+osoVNybCbJd\n",
       "ATTQpvL7RdvrbeRtrqbVrTHXguRe9/+eauGUFoEszLjNXTo9U+fcV1o1iWLo8pKv79Kaw7ltzLxw\n",
       "yNQoChDPM4udvKoqlXgkvV7cwjbgmP8s/sfoGILxJqOGC8L6x2pB6fThASYOzY0LZzl4ExophilY\n",
       "7pIhYvfGwQsiDVcQiwF/C9msWDfU0irF3VOPnvq3nsKzDDh89QusVV7cI0kN/gvU69OZpoN/RXEx\n",
       "LqdeyY6oogqLF/gfB1lhEyAbhFQScAAAAjMBngtqR/8AIbHK7i4gw3vLgpgNwG3TCFKv7YFYvFCs\n",
       "N9qSQEkulhTXmL92OWZIQwQE4RKxbYBr3w7Y1/HKW7hegzfSIXYiu5ACcM9wagZlnLCNGkJcXwwl\n",
       "xOcgKzQntEVuEGvmm8VBnmdUlNrJahMiU8Qy0D8I3Kgh0EzJ2UwJkIaq4eL2f/yyclt48tHR9Ko+\n",
       "ZP48rJIBDa5Y7Z8Cg7nkDiitmcXkvYk+WAFZyN6ydvf8K7ghc6UNNuBlMZkKThpMeHF01lBBoRlt\n",
       "4iQJPF5wfHI/AH8xW5/RjOkRa6MsmRquC4a4qHWu3KM6m7hxXVyHdWLEfRMtg1WL3kaixnd6pvCU\n",
       "MnLGxO3olRx6dI6bagVVvUhX0AEamLFrjA4Ebw84Y3wkwp8boN2zha4rgwW3PjT7KIT7t+80ogKH\n",
       "OFV7mSrujUCIINQ+P5WUB3MSVwey7YCiVF/d1lb4QYWFrBCsxL5WQ37x0Z9DyLwvvlnXCyzfCT5h\n",
       "ek3wFKSnxwebPaM7WxL8Tecdu9YcGrHKQhWWCwbw6F8Oo29eXFXikfDM6Xm1S8uJRnvNnEQzYlbO\n",
       "Syf4vnXF66QLtMi4+tWICd5RHrEWLeW0wToDX8O7WoWh/9rGEwn8yZjvGhOFr1A4+IKGTPwNk0Iq\n",
       "bSJDvblZvfTb2m0nRssn1r9oVaUMv2UGsyJnc2edWAXHzqdXxI4jgjm8MXcRWA0rWtl0pYdIph98\n",
       "Kspaww8PNktFGiJZS5RRaQB3QAAAByJBmhBJqEFsmUwI//yEAA8j5udj082lLp8C8yzQCpcoYhJy\n",
       "tQIoMvEFIUoXNaWEYynJbo8AuPHiBb0+pDkt/d3T9w4GvTx+NEJitnmEgaXCcOGUHyn866K1LM5w\n",
       "F/mpNY934yIZj+Bs5IizL3gJASCWdjd1NYz0wM0Y3yqHGLRZf1azRCzwqrNeJ1nDturdtvfyUG2w\n",
       "g7VHCqIzdHw4y3b3G6Z2UAbeeDksWRGTZvYommPK+QHSwLoHmLLtoaD98QA6lYmN9x1PZztpztBl\n",
       "rWnsL+nG2Cv8432Yfo0g3TotVUoN0gxZPcCjpOnbwBLkGNtbblKcpJPAHZy1PIjdAcbfMisnsSta\n",
       "mE4oW41Nj3G5JPY/rkWrkZYPXgzqjx0dgc/d1zZVKJIZW/D/7YX8bcPjrJJYOUJmqYjETzsRMmpQ\n",
       "UTaORVSC22IZUuiAgoQlp+Ip2BoQDK9K8k5tPW9j42/meYtA/PjehLoOSRckBJpm9iRXmdakblUq\n",
       "Ldf7D7npTQ1QFzWdURwY9n6JoLO3pqyggbmZVghmZ/le/DzWCFklin5loIyVr1HGjRyPEIRM4/L3\n",
       "J3jiwb6s/5Qn060duORcNv0GFQl+PXbX+kXNUMVfoLIf8g3IEsB31TpL6A51NM/8vJw9o/J6mRSk\n",
       "pDuvlhWKl52Hey5Lfqfa62MCOOIJAXMOKEL3o9ur77hOtxli1udhtAdUfsTN23kyK026eTHUNhME\n",
       "kozes8/uP1xFtXrlC90dJIkyfaCFeinQyfAxDgGSqKqmQVCHOAEFmAiXqGFMX0zUEwQHP/lYPcFc\n",
       "OpnXI23jSJtd2oy0avTs7LgR1ElBFIb8VqValIGLEG1CtYUXg5fb3KkHtu2iKzXay9cXJ88nZ/GM\n",
       "TkYerBy5L5DcSkVW/rOJhGpFPBhWNt4GFuuyuAbp28Nh7g+DOYvNu6Agxl5PWlP5br+3a/aBc6We\n",
       "Fyq9DKkMMYUaX+h0bMxMRIIPbfzPDkX2+t+HyemnnX2jtu//xj6fCfwmh55jzqAVMoEoOdvs+TuF\n",
       "8eakQSBxoOD2sLROq29FquvMBMuS+KfOAdxiHF8g7dP06aK0TfBIZr92kN5g6GtWkGahqsdPpIjT\n",
       "K5drv9IcExQJ27Z3alfME2ixl0hDCHgm3RoM/7lTmPtn366QM1573/86Ydma5VnN45n4p0Osj9Ju\n",
       "z0e+xJugx+z/GJWYNVnbLoV79Zy6NPKLGT+HpcSbAujvRwFWxoYQcKIdx1bdNL6XFwqcgXiJa4Ig\n",
       "z+OpLhG67IMurvToykDUzprFxRxS5ldEbZMAAkxfk6x8wpTqXX8orixKx8vi8MpW7q2qgItFKFcs\n",
       "AY4u6C88B1jWFynSbnhZrTxzoYVVCZcxzUaCKa/z43Kp5/8NR5KYHNIi3+pw2HmCTEBQZaKgC/nk\n",
       "JGV5NmfV9exh5kx8mtCWmnAaXabtYmaafteP7ZQSODFD3va1IipbCZSEnZQi+4fruwuc5uzJA39d\n",
       "E+JHWSLZxXzu58QzwTMeDGXzm0AzK8bh0t4yVbvSY2Bmi86L/VvNb0SIothK4FoKV/UqLd4tBkvi\n",
       "KskNPwRf7feg/SZ4an02diDOMBB6c+ppzX6iL0F2+bfYpSTUL5q17BqC2R1VhomfCF8/Hfx9tDpF\n",
       "WQvWqx57KM+nKZBSTaArAOb5CNKd6DU78YdoVLHBwwGHtG1pw6wkq18/drmyYxoSmISig9ZbaRhY\n",
       "jePDhh2PCGeeSE2zzDBwlVCI4FvAu36g2TFaPxyqaBsf6Op2xdmY6QnxqXQAoDTWGcv1MUhlcXCu\n",
       "5zGISrlByU9ocRkoTrlSY4fUOXirWga2jrPdrKbOvqx183ZUGvDiuOVWcE9DfX/bsNVFciSYBmWC\n",
       "F2+J2T8Um60+RqXuxvzX27aDPxy8KOtgU9Nn4AfydjwlPNyF3bfKNZzV89Grv9LD43MbvJqFYp5m\n",
       "p1kGQ6/NmX94+K7/DZCvPmNXo5AKiPPFc1QtPQYVERfZ6UWvkkQKIKtmivrz2ZSLzRz3EX7vj7Hn\n",
       "lOOD/SwcnP1X99biqyge9IB+IpDnSYsoG+FCymlgMNT2XEISIaknZ5vGMCn/ryFYAzWbPcIJToD/\n",
       "shYK+Or2RklCMDkd3ihMLuzTJrADjnBSIU2zGIC3/se7I1SW/7ll2psmdSgD6Et41UE9mA/nIpDH\n",
       "pxhDcyjb/yRS93bXwKC/ZE24E6CYmHMtemV35Icb1DP0NaOG9mHfQlJSQx6Cu4kDSpIY0K8I4dlo\n",
       "vvOCa+rF+STVdvdZe70jmJ1sV9NxinIWACZHjtyKBwkY4f+RuXbu8Rzr05IZJQZEMFm5PYBZJmpJ\n",
       "L4rYSQaZbgzCtIKOT4cmuObuEOPWMfu8jt0RhcWC42EzKnkhgmfDuKXRhZf8fUICU2WedifEOnPq\n",
       "/sYEg+x7QS8PmSTe/udMUfughISBIGOVIQAAAmJBni5FFSwj/wAVky2SB1nrYhOG9wFMCfGZ7OFw\n",
       "ygUCEAW0jByjhG/TPxXJ+3KuyR4FBQ4M7XT3Tr1rWl/FVAcOj7jQGLpJvVi1GIhgSUwHD9Fb2iM7\n",
       "KSYuxQSlOshi92MZG9N2nrAldLvymQsd2Ekp7rrvwq4z9Yvw5yjwReYpAClm+orGQlWN/hAHr2SV\n",
       "R0UTEGAyIdK4vsawRhMaFBYVDsUB4W2DSg/4BYqIW8apXjdG9Czfi4rO6MUu4/KcPNwLRz4dsR+M\n",
       "HlkdVIE2NgX5rnDI0yY6+hQAMGzN07z3fvjArYqTd5H1/jHHPxfrNYmNbxU9QcjG1Yi+iuPIh+WH\n",
       "zp9VAmSwrseGeTM3gl3xAHlMbobtxif2L5JAbw9JQxof8opA8/WkowDV88+GiOBnFBoZaKf95caq\n",
       "e13j3cH4JHMzCbVOOcg9Y03ZPN1oVpySZatE8YDH2T0MBV0iqwpgD8nAimNSzIjjQPdLX506Ic0v\n",
       "R/ioVOSvum7RhSWxIxzUmT5kw1SVFW9fzLzAA9QHrP3qtKnhNYNspyV6wXHYmJ+iaFfY083SGzK6\n",
       "dLVJjBc0Kvsl6AOQKXgGVtwWWDlM7pnLAd4XELlszUlUsglYtB2yYvMF+Kxev7OgCgmpzayREblq\n",
       "jvOCNaWAJQxb+Eq726cv08i3/FpVDU9a5iDflvbnPf3DpzW/thl/1yvw3XOSdgm7PzegmEFxcVuQ\n",
       "Yxxy/PMkdSZzKZ8uNr0tcH5GpsxhUl39YdiX49ubqBtPq2QDDPi9/zzLDfbmdQPHzFeUmEWldjk/\n",
       "p04YM1OkMSpW+64hAAACHQGeTXRH/wAhrH3CVpKEiyD2cJ9Ppp2DNXyYhaA08Y/QiuIG+A5/B6vI\n",
       "zfOuQMlEEqs4AA5P9iey8IAnduCxODrtZt1mLIPsK5R05ZqrVfQz1PkKZIbLE1FOPNwSVfAlJYzV\n",
       "XzEey0HP1og/wgE0ISAISSl7rAnjb8uBkQkfImgDyt8qaF5q3QHwAN4buCf/C2DPFAWMncjz0qm6\n",
       "M3NHA57zMEDwO4ZZOLoADEQwGITDVXKCDcSgDoRK4GQTernyt8RI6gOg5Ls93JJYNhFyH7o23RT5\n",
       "KGdftnUSEm6VCCY0gSxfjCOf1y5oQqOpKGcMaLAvgCvD5H4fOh1lyKzT+rPUVaDOkdZXRVgTRmjQ\n",
       "paBy/Im2HIA06jjpiI7gQm+Hz65uMUSdIT0xQ15dhJr8meIJrvxGqp0fo2AT2MoSW2tZDNuPU3y+\n",
       "VlbEayCPXCoOSOg9O3g0D4WHH+Ru5g6s3wgfrq3xgBmxFsgao4nyb1qNzMH9A+q91tUr7qf8tU/l\n",
       "wgE1lfKuJo+7nD9Av/3hXq3cgn3ATDxQ8tDT2YRcX9i8Mok3yXcDf3iEJEu9lNE2CyOSXMVU40ef\n",
       "sG9k3C7NuAIA/wZxiSRx8juh56JjXR53F20/ZLxxnLyUWA7quz8xDJW6diZHSr5Dox2S6CRB1rVH\n",
       "K3nEWWj5AXCjMB20ISkRit1sBOc/PPHHIKG+T8BjhILQdRzR+fmgJ9eAVsEAAAH1AZ5Pakf/ACGy\n",
       "s/U7+qXA/aNXe5KUyFpvLKAGE8CfmDfGVAWCswZEuhiGI0OqAEstUlz4F4xStU1qxHFbvKwMTQ4R\n",
       "3XYDIFXxlRN8W7/qLjwWQNW44OQtGtvzj8sU7dK6NJiL73PvwXACEmZ4UkQxO96oprSMVcxZrWgD\n",
       "q+y1+sNOTHVFU8hkSbc43MPKZgFhBkEPQjYGKnOHLQwJdWj6Xp1jK7k9xDNYctODQijsjVir5cnr\n",
       "bMMdVnMV58b/GAQlqwYH2at3RO4N4QQxkdeBMdPYuFxipQIkaSrL58y6Lj8Fnxukn5i6MF6sw++N\n",
       "1kExLpBNhiYJEAKKGc1gZZsqYpMg6eP1vGrgoKOtJEUURnmZJDpsaHE3RDlt/Ppvx1cbJCii+a16\n",
       "Bo1vJZBQtvCLeJy0A7Q9eIG6U8dtrAa7APjzjOeA7Eqkm0yNUOOh5GXfmQfCJK//uPkttfGonboI\n",
       "Ruoveu8ptE6LfuTVpJCoZMjyHpFAXg2Rn4SRkRxJ5VzoXfzX8iGYSvHkUnJsC5+G/uXX09acL2oA\n",
       "f1Waj4IGPdNhbgcCn0vIpz9t1/WJDwqvCDt33tsBqyiry58h1dOCx+7Tz3jGymfeSCubLlMPCe6u\n",
       "MVMwMa/g/vcWLAKt73qI4jWo3XGxBaz47qDgXrNRAdp5JSz4AAAEEUGaUUmoQWyZTAj//IQADyQ2\n",
       "IpzXzDVDj6ivncS/rUCyyFrAdnMhArHjVC6tqiR+XOjuZrxXab2c1AQC2mFyQ0NRqGawcUnVZ6Ec\n",
       "Op2RTJGCOUrlLCyS2U1yHeALgZ8kfpJoH5UbqM029t+WXn7EMBFd/ep7cZSirUG5UioHm0ksfuMx\n",
       "isrflTlwjPe2QNNRlmKzMndUTrd92XOzSOv+J71sOp0Ce3MrUROI+cm0EGM+RfElxDo4myj+gKd5\n",
       "v2FCSmdHFdIV9yBhQ6l+A3l81tNYY/kJ/JWDXQFsxBJ95OLvr4QLKIJ2JGTI7tRlf642R4QKF6xF\n",
       "Q1kSZx2tcxpwTWXAUmbEIpqIqNMhPZW2FJ5wXfDcvb9umYdnUQsw/RHh/QfKCf8V1zdKNoQe7UA5\n",
       "cIAta/uSTgINqOh6fBsisJTACCZlCs9O3US7eHMlqb+gJUE/dYpmxttiBo9ZBrk+MkVRkgJJUOlT\n",
       "wOanhxCPh/4aNuU+KbN327ujyoq/sGe2ok+zNyET70d1NJBEyYjiNBXgZSajtjYFQKtX1oKd4efk\n",
       "1CG/3c/kkfh4fOwEeqrp59PgZ/LovS+GuCqFGDav81JnpJbLVjnodndTW/SXpFHvcU971aqR0mhs\n",
       "XstsgBSbNfd/WzV+Jh9qQtQFWcDP2HUul4lUc9MpM5Gdey35IvrCqyXDMjJUuul3Gkfy9Uce/77V\n",
       "e3U3VrIRU5a2wNmTfcL1T9t0jwgvchqQflIFQntYN07p55lJXUbYpN//Qlboa9J8/vBQRuqd9N/X\n",
       "AxhyEz9KJNPzjV9uaQVjICbOWMGDaKPu4bFRKU7BCxIE5ABIhl933erIxvWbFhbsX6nT2qnCmgBM\n",
       "aQxXc4SxWu05ra+bo1EdnM/iDwyJEHwKSFNATyVGTY3DiwaC9bNyfhc0QkiaHPcGPH11TfpfJKD6\n",
       "einugTil8U1N627SJ0j+Y/zpMc4EI5I0pvPuVvBnZKrqjjuQvgd6T0Vv12SlCRoLRyqIfF3+3Thz\n",
       "+nmDXLN3pXs9yD8gKRJzM6r3IgEnMXLsBMORQzl7O+L0OthDFaCT/GWQRWXaYeOIRC7noAGjvUsB\n",
       "1givQQb2ATF3sBqQQAW+duFWEg3CSuNBulovYRSlX742Mb6HfEj7u/LaN3ToJQJWeAwdwQVJhQqf\n",
       "UUGWsZ6/aWnthmjwBDz1aL/I6JzjG1EnB+Rc/kkNkIEGTkOaYxSfPMgCLtofp3casmagBIPgJTiu\n",
       "idDYmefNFsuFkxgHb23IycOBs8qTF02iv8cfEuTW5IpdSZuxgf+1SEVDBmGzAz/lF202hllU8I9b\n",
       "1+azez26RBcSWNhXVAcba/U+px96fiZ9tuMX6A9lPdsUUVC8JJzFg8KySq0zY7xz7azEoOTzgAAA\n",
       "A3dBmnNJ4QpSZTBRUsf//IQADyPm52PTzaUuntJjivvZu2WmAN4mmXc8tynoYTTZQrtS1a79yvY/\n",
       "mJSwkywlXh9OKJvbPqhZ8EaurmHY5rwfOGaSh/IujdLxHBpDlt+9iOsPzvZIT2V1dQpo9NibVAnf\n",
       "Vf4rTaA7P+TxlxMs7Gis75cez6tW3D/fmg2UjMBPi7/cJjTZasK/SA81HNz/nNYPo2TVhH0o3+WA\n",
       "fm45+j4kumoaGz96tZ3YWMQbXYNRAafvJPgMq8bkeryzezIKmoIdlapIwC5BbCMf1R/dq/3qIWE6\n",
       "sNC67QepP2LfOZ67jPVAcFJWOIzzEPy2kF00ZQALFpSFG0YDWlez1PyhvO3/GpCDanQ0OYAGyR8q\n",
       "rUyXVLO6gDx0fwpTRILXWi2n3BiarrmdGtVXPbPoB7pywXwGT/772Jh5zks28sPAoPbwj5dG0U5+\n",
       "HoYCG7+oi11oCFB8WYMyuBrfn4jrsHMZg6qNCh2Reqoawnbo8U3swlb/EwvMk+Aj+Tp8s+jXlhvz\n",
       "jy528GFFHFW5Id22VmRE/m0wXtguBS2NkVMQR4tT+NeAZfzQ1OmUwupxFhHfWQ8zTt/Or57XcFG9\n",
       "0YOb5onppXQdqd2guL3ADL0gFMo055+OkplJvEXS7MT0+fG6xOcHjfB0477l3qhiCqTTxL2ovMQV\n",
       "eupKSIBCZZq+0bRYRe8tVRS3Jck5kfHEGIjOFzalcD0arFZMc3+dMsgcGOGKLpmrA1CGcbDL4A0K\n",
       "NiG90in4Rrp9ClwjEaePwpfZuOFu8a2sXZ9pOxFLnjOH2P+REJBIgL9suT46uq4w3i1ugy5aX26t\n",
       "4V8prOxvHlunHv+PiwCtanJNtpy7FuDDdWr+1/BgfRgJtDD2U6/vAhCs+GkpiWCiTd8BjhTYSuAu\n",
       "wmoE8DH8A0jkex1wFQGFM6iQ3ZKk8W40TYW9ye81rmU9SjJ5C9+gU0pF8AJRdRH5E1+0haEa6Pes\n",
       "hM+ec2yOw9TepV6MxJZWyxeVtk2JVqD63M72xfoZmhYWS4TvF0ozSWSCH6cF6k5+0lRXKoctAOiE\n",
       "T9rl7qzp/nc3FDwfJKHvK9PlleMwR3X4BKudORGPm/YTYIuai3RtWoHirsCPz+auFVk2SwZkGcgw\n",
       "aIX/bepuvomgPOpMq1rDDJ72+FcA8KLo805i5ooRBwP0wQAAAOkBnpJqR/8AIa41HozXTUdLMgzj\n",
       "o6Md27xtQ8R+/45P4VxJF5Ba07/qEQxLwNkkcRrrN90ZF+cp+pyVxY7YnBMQiwQmmnU7Jdfs0Be4\n",
       "rc2p0enRdTwhSnydkvzkjXUiAECRxcu3gIKa+OYmfSAOWKUjBBSGSyaWgwtkWB0JH8CVUoTYN8Vh\n",
       "yos2Vv2bj39lDGAhmdifUMm6v23NW9iIfUUdAQDt8zNsbaQBt/BXZcfLfrjZi0vf/7tjpGdbrVtp\n",
       "rB8356+4TnDL2x6y3ztr2bnpouCzwuGhX8mZ82mG+uNqLiX/WtvMbexNwAAAAktBmpRJ4Q6JlMCP\n",
       "//yEAA8kNiKc18wwrjC6t1DK+lcVhbceEKFHTXDo0Eg5XsdfNEfHZJvM9QWwzeJEMV1p8L50V02R\n",
       "EfzKA2L/TN5iWzKegjqCUyWkWTMLfOoJBYk3D1GieXVnGasBHDkup2CbFUOGMVtOUT2sujTZewGD\n",
       "I211E8JRadeqb1X5SmkxuRTxHpTShYEqmTCy/ItHC0XiO5A+3WUA3s5f7QgcwLG3Duw0oo3WylZG\n",
       "6y8FpG9LeqMCnekScmId7pGbT+tfaDi/ebIqZjaRpInaECsUqDEzaqV+4Y8pzyjqD8HO3/JWpuCt\n",
       "tGioTiNEdUCuezXfjhOkqL7EvoNcI0kjrEfp/mpi1UO+fFajdQwpXhjuQlpU1E+A9RraKuOpRs6r\n",
       "3fLEX0jgJtwg67KS2LxFncwGhVQwlOOmW5eHc2cLoOfeRxTl8xWEdqeNXcvHg67sFJpOuxOnK/VO\n",
       "zWFlDLaufvBLLUj2ELTcdL9bUVsz41rkdMYjuL71WhTWcN/5OR13xsp7dpzcGA90duLj1kc3HUsW\n",
       "7RLW3VpURGLipUQjXD7zcCs1Elb3Yu4guFOhpt5CNwod3dF568PBI9scqkKSG+byGkZc3l3txI3y\n",
       "10dRVL2TzyXaKzEkKoFdRbdKPEQRoEalkUuMufAYxUTOZr88T7Z0HkAcb94qeqssC66SmBFa+WYR\n",
       "oOylVYwgQFEie87YZk1PzN/8v89phvNtkBMB5gbBF3tusTIBbB05BTODAxPXrVi3kvS9VpZLlbmV\n",
       "Dq44PsmbsAAAAxtBmrVJ4Q8mUwI///yEAA8j5maJIRlXz+qRS3tzUYhkUf9mDqoGzOyl8/uWCr/q\n",
       "c/QKlOTTrDa8JC5iqqGWyVglV+PbaF3umO3Jw86jZIoPL20hMS4fU1FGe+iwFekmE0mxCjBvynsm\n",
       "dwup8/Xr4N1ZWqRaYH2WehptxmW6M5oKPWdq8EFo0Ql/Rx0QAAK0j64C3+IO3oQIZfj2ws5FeOMc\n",
       "kmmvAlr80Mb5ak2iNCguzLNnURdLXu6tpCPyRpLlOoETd06A2wdDrUMVSyAcGgQ0mfYrXyHeugqY\n",
       "/HH+rFIfq+2UN7Q07bfkBKM3/aR3v0I4v3LN1DuR3UBzu59UxbF6CYzoHdImLAPuintgC47OX+Jq\n",
       "ouWlPzqU7fuR8a9AQkBDz42PG6UX6250ZfQENirQhW4WhZZvY6QyKq+ryH4PNDH8Tt43Yhvp0Xab\n",
       "vjs4EZTUpXpmbv1CmQup0AKLoNoqjsza5moTNroRxXY2GO4w0sO8k4FImZW8HJzcg//xVHXMJNVS\n",
       "fEx/ue504RnPk9Yb+dv5FBYc3O1Hie0F0daGKtGSTe3lijmYk3HnHudpakTeKRf1mceunY6oOBOC\n",
       "8iEUFtZVv79gFzcIG2M9eSXpc8PS638DvqoXaW1o+uU1H/psfIab56QnjM68BQH9mKaMFSj7eWG0\n",
       "TBFnt8LYuRcL7f2Q9OvvlawLLca1IAMT6a7PeC8jsvEu/CPvidXgEhh8jMtSnAzkgehm2kfIhZ93\n",
       "OM5CxG9D3JnBSgPlsMHTVs/54/k8kkXI92NS8owPSIIlE8MQ+EMhJ3n+gy4CHhKZxrF6QGN0AcgB\n",
       "ntRotpjjDZTxCd8DOW60r1CAqQ2zRjs+BWtQW47FwjHaDN17brVJMYwnFSsncWJ1Uidu4Iwb6LTT\n",
       "AEe4PvhhMHZkRHlkKHNnz1dyXhKnsj41bTeQbA0ic0nuYhGtrTsDU2InYtH9H/AxWg9XhIObNaPX\n",
       "IeTQK7Ibvp1P0GqvdjehGymtH31z2ySdztW+EGlU7mTTpGhs0nedB58UJE4acHR92UWXZsSXJuOb\n",
       "zdmSqdMQNIEAAANMQZrWSeEPJlMCEf/94QADyWD1pDL3uwS/c1QDV7y+/wb9rc1pYxTJ9DX5EBFv\n",
       "aI3Qpn/Qh3YUdxyHx3rLS97Mr57A+Vvd74P26P3HEOBSRtokCCog3KNSadWD63Tv68oXfxhQKOid\n",
       "W7//2zmCpJbKoBVs6PniEEMe9JhXfPAChqvzmpOQF55LfSLy15tcpxdi1JDTWP14ZDbUy8bfQwCf\n",
       "wAovNR0Xp9IqMmYfmhdGgspKgXI1pYA5IoyUosXXBpP0DqMFEththeSxXjluVknpOZYHSaYW4fkP\n",
       "bOe3/rpm939lH5F/XDZc/ImuPuEonyRDrZCYNLaIlkT42UUswjWAt7gy/silJpHq+9B0+AosQAFs\n",
       "X/TtKVJSf4JZBOx62nbrgxF6z7KfarSHMhV4B1PWvDzRSnRA8Ts3NkRvIRCVlFHJ+SaSfAlWT9H0\n",
       "UTCh/qYRYHe4rgTHgtTqJUO8D7jvPjExDdRKkUKV/ZO/NbkihKZf9Ayd+2NUe/qRbIgWa3n2k9Kc\n",
       "CfMpZbDrx+OCiuc6607FA0VuHuJSsg/U7MCTM6qNZ0A8Zlq29hRuFh3qEYDb9c32XrsEOujpc8ce\n",
       "6LsYYUsKTsMuEvFASFh2/LF81YG+77pOOtzuXYRAdzjIJGZsyfkL1U2TfIoRyI/dRfGhcElVJ4BV\n",
       "zEBRtFAXb3WZs5JBHp76/a8i3zrSnkLPpGyqrQtw3jLZ4oh9LL9p8OBhCZz/gaT0kG63jig7Pu12\n",
       "N1x2WGlwhJKfK1Scpd0jyZ0CGNOIaLngfh+G2DU869NSBj49pZ52C4GYxr1NePqZ8WHl9mDXgZR/\n",
       "R6U/gtfqwYz6YE2vA2q/QnG31S6av3caUTgULzK4cV3eDvhTJnVi7tcNruyNrfdVOnHJPvEOglFS\n",
       "XJaAILEPDE+obFT5349BNUuIZOfiIPorPmlPhB8YtdjfYu0EZXxFIJ5YVTg0U/UFd5TEPd5zO0OJ\n",
       "u1wLz8M8LoHzlZRv+a/44lY+BDX9eQxsHFZvkVjcv5VOpvdqIq3mQ5nYBjTNdtY+2cbw73VX0s8T\n",
       "7QXuX8dhGGf8v/BNTdDadKqMxGxs4mouDuhvye/bf1WtVmDS0VhYLrAobQ4r7vZujRyNVP++hqKU\n",
       "wAAABABBmvpJ4Q8mUwIX//6MsABAAPazlhkX2//kBSptHBJucuk14McQdn/kutNgobXZoxAlFJ65\n",
       "GB2YHcVUIVYjoZhptQ7JgWVBQaIZMTczBASbcz92z8kM9LQ/CB0t6lLUh4VR2L1t3ij+9mDZha/1\n",
       "tofsl8svrUvtMF4r5EC5/qlDdoqIgHe41UJePHy1xDXby03JFRDvHUYDBglkBROKAxm/SvosPoqv\n",
       "IjQI4P4/g9up/MVOLnhgS32vA7GtzTR0o3PFocfbg1smDwp+rTauI0BBP0Z31BAdQtdSSbTA2sK/\n",
       "VY5F2zjBotG1W4DaH4U17o9/MuExE+V1vRXvX96BsqhPWIWRdwvn677+FJLF6X02f0r63WdhzkLh\n",
       "gdZoTXXprYcJYfH2Ty6hfvXAb4EiBLGXMmY+4PWMXm6L4jAqZyzvGA14Ypfn+5JYARF/tKaa59Yh\n",
       "TWk1qIDG1wf4ybYDAgU1wGkrGDiuOlWZLiwqaVxJTQMfhrb3pUVx+QjmNb2eTDIDQ8ByYeKc6y7s\n",
       "HNdULopgZLa1X7Q+dlBpOyRGJ3pi+CP7aiTFmwtuv6T+lHDq0qgP3CE0Y6n4WieCxS6tluCZqxuo\n",
       "Ji/CojgTzRuVRXjVnMnAq0233G3sz8YeVNNYziQusmyRTL5x/AWiMCJ6p50RLCguEJxdgEB+ZrEM\n",
       "L+73JrrYZfOu5jAJ3Z9vmOtOR0bvqDENCHe9ssyaRIKQxsFMewJ1X0ikZr2UFcxoLVDQFLCXea9u\n",
       "QIWP1QwjQB7Y94oeZXSgbCu9CO7u8SrsgDBXgQNRg6VLkied6ZZJrh8AOyQE6TWmpQtyeaaKC2Bx\n",
       "1njKyxXiv2PiiMNyFRb0jiR8+Uv8uCx6gzTg3U0ASBi7Jc2wzJuy+1768LFxlkXeSihpYRmQ9Hhr\n",
       "bP9hQQQv6t+f/gdk9T/Vbzlw7gwdw50i2z+mhFwff++EazYx+P0KJEagTMNdB3Y+j9NjVuee8O/H\n",
       "+A1iO8vfcs/AIR9gE4e1/DjfmrvTxFR2XnPyVwt8LMSr1BuFLukNd7/62zCbZgD9pt+zcNaay9hC\n",
       "0ffWMLDqGbmoFZ+W9CZrHqIzBLQXgjaW3KJrrx+TY9IsmOF/S29GIB68i7qk0SRe6iEM+qV7u8Ea\n",
       "KxSIo4gBffbSX/OZQ89OEaBBONtd+S0Xy7phPpqcTOHTDnVj7YKaCbDrIGVSrNVqGyi6YFZqGH6m\n",
       "MKc3Q1lPWRF6Srqfaxfl20uS1TwX9vPXo+tc1L8eboQ9rSvirPt40SWOHNDoT3JcExxiYLMeTFON\n",
       "x0O3JwaBMk2vKA4f6j3KBUzPVTtT0yhCJKpcOT0Eohaprpw4MmJVOxhHTBqdWNUwk8EUh5oju0QD\n",
       "nO+BAAABG0GfGEURPCP/ABUDK7UEG+vhYE0ZYQrJgHUTjbl1lDY3hQ6T8waxXqiAm5aQwIx9eVE/\n",
       "rpq8kaxEtq8oBYlTzkwSckvWaKx6nPA+ILaW5OwyVIslAk4NhevwQ7yP8Pc/LaMWXPPnJshI7u8n\n",
       "6irVhdQqEgCdiZumvhaYXY1ShhhcK+DjjqD/g1IHO5VLOSKLui8LbyzuKLg+3Hfwi9sfHH/Nep27\n",
       "SdUhE+6/8CInMnNcByNcuVhBV1X6+P2TzGCEJcWlgnmwmpAVrZrrJhmuCpvx78B1pu1kGeb1fzFH\n",
       "BbDleqnbREp7MgAxCBJjdJftLtJOfm6mA11W4WBZn9fzV/5jjv9VSH9r3YQZ7JVSEk1n2RTvPHV4\n",
       "jf2nbMEAAAFMAZ83dEf/ACDAuN+/mz8+9suvotw/CfElw2vPP4/zd1zdFnCq3Glb6oW3yptCQDYX\n",
       "AAugAdGzlfrGjyDxMSYX+B0Kt2snzqjvHPeusAAqzMnWayG4MCwcJooOl3hR0zUwP+A7h7GUom/m\n",
       "nhCc42ZxZgTmS516J3f+kLZyjvmqLap2Whke50sHGJ1tX+fKyPSWVLocChwHPgL2Cz+cAWaY3cjd\n",
       "r8EgOkgvzJLwYrnGmM6IEw3EF9i5mJX+LktSlr9Z/bsGRn1QhpBd0ojw08H389qeAhrp7wvLWH1T\n",
       "tLQkz0CrQPyj907aFCeGn+kjnYVkSxQdZIFDmfQdxdWWgvX9m/edNmAKnWot0PQP3iAqc3e+B/xj\n",
       "3H9otNtroj3sFE9ocdNkGqzN+0QgRRDqXpc7dN7+qP8iGxwYoRKETcdTXsFNiuX+at4DdyTAPSAA\n",
       "AAC/AZ85akf/ACC/BCPYskgAEHYC891tkq8cEs5Og+G1RHIC2m+fcQLpWNG6Y5thXcu43IEhuWoA\n",
       "AJytYFd+CV09Wl9flBeCEbjmF9/80smfMEL6Gje88FN+M0fX+81e6Lc9U7IoHnO7DLsQxNZL4Tbu\n",
       "HRQ2o51xcHx08ycLUuAl+3ZZtpbgLePKZMbtIj0Am0Vpwi43HLOo+DROFHpn4m0GhEcoHfo7amlQ\n",
       "rRj8HHiVzq2rjpXTTbBCaUmjTUEKBx0AAARbQZs+SahBaJlMCF///oywAEACBSk5zkT8b7gBGLzw\n",
       "VgBFz17bHJ6V3NDOH33Q2FFCnt/gjsGngypKDB+P+2sP26O5VdMmAABWf7CLL1E1tC/whjVZPKqh\n",
       "OWZO4W+fYE8CE5BfwzPbNJdIHeOCytn2nyB6lVZvIQRDmrrNr/z49h+0jQPY90yZFgq8BPiifOIE\n",
       "Fi085wCiql77xGkWUN5vq8w712oFdpYX+l4jGpanOFiGCaPG8BHI2LMi77pcpVhyjxrTIFBL8XPt\n",
       "oU+oiF58vNHEix8u9jdDGcIyGawRU+FK0I3DYaxviLsDHNSNmM89yTsaQ5Ot2P4XmeFo38kpX8fF\n",
       "I3RDMdf3/fhn4ANSH9K6WfbKQsSNytBc6m9OcNMUdtSWXWnYHr5js9A9mlXTOAopbjewaLNXPGJb\n",
       "VqojP+I9D/v49ovfXk24v/wKx8tXEZfQyx4m7SH8VayxcPBleJDcvXVyMF+By0PB9lHWwHu0VaIn\n",
       "/bv3X4zOmxenVLaVIRfUjOhEcA8Bl1wcSLx04fQ2m+yQbDcXDbjtDb96onOydMe1oadmsxCapUir\n",
       "uo06PgjQFCn76vbWBS0xBerDimClx8bCONu6RvYip8ZFq3ueNctNZnXF0MkSfWX7t8qg1RdB/3EC\n",
       "Qch5X1FdgaZwE6q06QQr9CGbzJ9MT5nI0MgQu+Ec5U9+g6DPv2gx99oHIV2ZpzzoTvwDDWXtZ9+R\n",
       "Zv/gBO7aeZyE2Gb4Q+TZleXbsOF73EGcAyzyvrUDN5Dj3Plck8Ht9owj78rJGlN8fhuD/iem/5w5\n",
       "lInyiLIcvQEe2lbm7KpqG0wiaG30qmEZw6udJU7NdjmfPk3bq2PNZmy3vcu3CXSObXTsKal7vewW\n",
       "qKPInHV2ooIPQLHqU+P+vqRQU+vHYT67u4RrnSlFgCaIgj4BQQco1bxi1slL4/3pPyPatoCA5OKe\n",
       "tK3fPFwWdDePKkKSiSs8rfmqribwYyf8cAnDcCwDnkKeJ8K6/13Vwt5+9/zrlScUmS+TvSmM+n4R\n",
       "y+MbGzl1sUPxdYf7zlZ/SR+VeOQ/gC1XvwitHwBLRZgkg+fBoF16a6sCXu/h5jqGP9HwL0eKj0a7\n",
       "2wkPGIJmAEM0xiYzPxvr38kfIzyA8cZ51ItSom1XET816U/ohqqU+uTuDBjWFJyYg7JvdTleRGWt\n",
       "b7ZQ0AbH76lbYBJ+2vzZdMGCs2U7fwIyzRyEiKj0gU5p1lEmN+HZLTipEXFwnE1tKo+Tqky0m3iw\n",
       "SYI7B6xB8EWz8wdFIO8DM5NXSqzzRVHkUEqnGsEXpycxszlntqEH95tTGosy2sryMW7nSCRJbzvL\n",
       "aZ9ROKNM7rjFoPsAIEACA19zYIVDglkPSCYaRtjGdh7qUH3YSnV2ASr+ahqfFPrYOaUiEBiJNuzY\n",
       "ZQNm5egN2gtjGaYo2yMUbv1QlcVWofpL+KFgYR7tojK5s5h/5Obto+Zfn6Db5Z/D5EmJUwMZ6imj\n",
       "BUgAAAEJQZ9cRREsI/8AFQMrtQQb6460iJEk1bZ7FuW1UJxVCUbparqvtuedjx8UU+TXip5x9AUL\n",
       "bUePMu8CFJykbnNjBwGBn3KjFiVWnm2Vi2uMKvbtpVE+k6fRmKj099zOFZUqZLMuezQ5d5ZNyiDo\n",
       "0DpnGuZeG7WoVmlstTJgLqP3krrttIya4+tWdLOvN5xZttg8P+OKqSdlaEO0DnnzO/Txrw/721I9\n",
       "AH24Xaat/7GhYU/2Zzc8I8CfTHSNNghFI4gMBJ8N+DjncrM2Ts++7i/MIx5yaK3R7ZxNT+AnXIAK\n",
       "il93oi6nhX9E9JdtYsi7T4U944A8ia6G8hy568UxL5OPcFXXZLL0St4k4QAAAKYBn3t0R/8AIMMX\n",
       "Xa3ipd3kuxWCAfAshF/9FSXYDImm/NmFNG0zPbu07eOADxnfWALaGV92GOfc3Sh5k+/DTqSIsqT6\n",
       "7H3xvvNx1ZfnnfgsRIT/22/A0vev33vlrSdqJrtER+Y2BwJclBJrc0XZ6YgsQXYtH2a5RTqRQTVh\n",
       "I3vjQk7/Fufyc5jkGdc3Ef2g5xP+pb8H3lZcRTqJ7vTNypTXT8BnSQ/5AAAAqQGffWpH/wAgvwQj\n",
       "2LG/8CB5NI/2aUAMKJkp2e/+g70Za1PfxEAjUSESf19NBbdjt0LdFmcJR/uA3MZGiOrYhYVGh2F5\n",
       "ntkHB7qndjgSUH2p5PGM6gAmTPvYfd04Sjz9lFbnZcfvG6AAt+Hz1WAYWaU1hIoYsqeOv88UUZZi\n",
       "o3NEUmFXnGQcsD3vCqfJwnFHrKwvCdtEiaArTHmW9v88W8pG6nJAIA34VsAAAALGQZtiSahBbJlM\n",
       "CF///oywAEACBSk5zkT7z6bNHEACMdsjMs/4ESjdXzrxUVIeU7hhGkYoejlrnOjqLjek/B0zxdl8\n",
       "HNTZ4GnBbD1igbIGV31kT+0ptdjAuYpyBpqkpr1OVLLLNSg6D58ho9Byot+RUN9No+z/a/3mcGke\n",
       "VRtlUZX4abL2LSDoFNmPVCJs56xNfUDN8tIfTk+rn7I/8q0w9A9P4FtZI1YTPiGLB0wP9jpf88Hz\n",
       "nzfyUO6aBG72XUnebHobirMwC0EJJ2zgVYmpNN9cd6evgZJpYIo6dq5/8afYOoJtlM1UQnzTeBuw\n",
       "NjFWiRIIEWJbYT18mUxHVFizRVZnZgrdaGeRgXeWUNXn0456jC1WIBjdfQPPg3jNIzOJqbsDGCt1\n",
       "NT5f7ySqJ7sTHJMfutSyCrFHDyk2O3Umm3GGWXBDDNORY47D0XyIUpKZR/GDNq40Pvg1OrmYs1mh\n",
       "VK13aHWyoSgQvUqQmrglZWsXzyFiGGAovhu/O7JmE6m8/1S28c32FKgjFQePLNuXHeBQT0ZC6X/x\n",
       "B31HAjRVSH3fDc7A8p6lEPEGOR78nD+lQ8dKEyW/Qu4IPJiuYnsvK4Uk3HNtVgp4Bb5x3ai8fi0f\n",
       "sG9VuKG0QkqpJWwaH9y1glOeCoVVzM7TeiRGquk5Zq9bFLRsjbYj1eLHBeJBoEeJd/OmJu/LWRB/\n",
       "WX8gbzrxS4Bb2IAz7Ge1mm57Hc6sMKZOeCgJ+arzDAZWPPAKpI0/srvPNz1ig/pMrn0JvJtt+uQx\n",
       "MSYCMXRXocKQ1HdaS/4wPSt6Zl2/wnD9re6InRfPp82AeRgZftdWQC8XgO3Q0qOPHI0hjIg4hZjL\n",
       "PZcx9MJ1JhYdPG6ufDpFH1buGuOS5LLxImppIKVISf5d5W/QKFcAdHVUZDX8WtS6r0ndHTwlt75S\n",
       "ToHdsvnHMUqo1WCehDeQnyQAAAEOQZ+ARRUsI/8AFQMrtQQb63+s8vr5H+e2hB4pQP8EkLLG1LsT\n",
       "xq8yOwq9CycW/5Hq9dwvmJdtDApwIkpfZOMOnjwb+EK4FEhuyem6WwW/judw35pVCVW1iFd2EuYN\n",
       "Plv1W7tRJjezaVkinOkq6gkjZplBGgRiAEBudUpB+5+h8hrIb0mPILzKvgVWdN/iYObu6Kw5De0j\n",
       "I9FWwSP8P+unZKR41v4t0+lr8QdcCwBk0DGu1J0ZoKl7OtNYaRcDeitd2Xea5owiWog+rDdRydC3\n",
       "WHW1RePMZa6Klc9GgcR7FwElhtFq2oDXeqif+sxCSKtdXfpivAB/FKJwIN2RYVuqk6/PUr1UvmmU\n",
       "nQ2918n/AAAA0gGfv3RH/wAgwxddreKl3eQHU9wvYLOr3OeKmx2iv7/Xc2tAZ0pylQHwuwMPyABb\n",
       "3g9NO3/yF4xDUn+UB2DXiEDtoAFGXUALp474I8roAL9vibBEdmENR0Pbm4A38GamLjR0u1SP1Is3\n",
       "ua9GtV//4g6kXQjeP1aOwBRffL4h8dQ0EBQs1Sifr5kP+r7FXx74eAuVSYUtnPwfp4CnqZQgln/2\n",
       "QeuQwLkGal2dqjWeL4OzNxhXdvVtFzaMaQ+6G2HAwke5z4LcgZBO4/L3QYIvSusHpAAAAJ8Bn6Fq\n",
       "R/8AIL8EI9ix05tOV7J2ZF4AKfd0IZ7G83yzgGR/0esTvvssvkE7EjiEwnK8c7D8fr+jC1Jgub3c\n",
       "oeabQVIvnZj6I3LuGPMo1NWwf3TtbwAD9zA0jdf8/J2k2P5JcvHmZjxUc0NqGZmiogllmRWgWzr+\n",
       "1MFHgQGz0USVyiyOBu2Qu6hDJFRRNO0RhM+Qm4jfVVpl5ZfBA5E5B3UAAANjQZumSahBbJlMCFf/\n",
       "/jhAAPflfV2bYKFQBduKKs1Vf/lcOD/AZoSmAFM+krkQ2bAw0ETC8uWKIlBepbRShoLMr4w/nzx/\n",
       "XY9oo/BKRHAJlTousBD918KVAJ0vYfi1I61jsa2sPHQMJltZOHMbzwjaw4MLiS/psbvWSND2V3oQ\n",
       "mrfhInabGUCbfvZ1DRdp7XZCqYxw5NPhzbqA1gbx/YK3+MGK4GF2nBrIg/+19HSvC+jMyXFV0K85\n",
       "J1sMsWp1Xh24cjjrdZoSF82B8im8XxfCakHdRQUoHN7qlr/PnhKYNQiuEVAXRkEHz8x/m69n4hcp\n",
       "U9bkBQ6e68MKmc0newC5dGfG1IjgqefE9y7+RLuCYKh9lvWiJmio2seiK9zJRW+pP7z940cT9yJL\n",
       "EX+uWTzQ95dBXq60lgFyN56r3iZ/jS8VGyRHNOFLnBvXZ4qkYyhNYQR1zrWuTkBXOgQ+9JpwUC9y\n",
       "SF9SGF7HaNsHMr8AHvLBOFw5MSY0k3lDYla4GMKvvmsJVO/be5wmuw+P0tI0JA5ArZ2tzw/Sm2aQ\n",
       "bsFemm05tPkcTLFcCwIhHB77PMYAHmNMfcFuvcop6eiOtf44/p+l306uifwybLphxe01ca/0AjIK\n",
       "KUunWZ3kYsVeoI7Nwpb4YXVQ/RL4iNCSkf3vPR1gouox7W+ZMS6xAx3bL4Q93Gzm6zVRf4UXmRnl\n",
       "GN1E6D4cdebKZ4ussQa2FQAq/O1yQax0WwBvoyszM65r4W4WJfjdVk1grBHg8r9B0NLavTcX/06S\n",
       "eoFFtYodjZA6LT4mR1IAUpOU4n77RHSzIDJjYuNFl0twZrfQmGLMvVUlrAdms5aE/RV3PxZmIP7H\n",
       "mp8L6XTtwfPsGHzHALzkq2n1Pt9blzOEmgKD+vutZYm233mjbVOouk0g3AZYZxE5tXUSHffL8QFb\n",
       "zCN1qAyy1HH3gTFxEfJq9bX/sXun29v2kcRLUCY6WYIGENOwWdO5hIWyKu8pSFaP+P89+zl1+Ie3\n",
       "jpSPQjtiGA3RSbuVa15RJxSpWNQVx8sPDzQFmOyvyYJfXkIbNbtmJGOH+JkO7PXBG1EHzdDU+LS8\n",
       "VI277sSX+9qD6DKMkfaV0cAWffwqgtwzo37IF99Q84lDeiyIxw2LYWwlvdWp/v1SARgoy+bv+C6O\n",
       "AAABZkGfxEUVLCP/ABUDK83b+5AGl1oFHvPXbcMZoq2ZGKBDdXfn11XxHvtKeBpsFKLgKC60XOiZ\n",
       "VgCeX4URZHq33BUP3uIoQK+froKQ/HtAtj6NvXdDlD9CcbWw82fto0tY8GnTjyz3OrRmSAjt8yox\n",
       "tfcefD56nRKqXxicRsQIOdKwIBsmydeClmiejAzO/lbjEMo2tfPqftizzgrNouJ/0KT0mEibka/Q\n",
       "njBFq4+/3w6TSIP+Hxz6+XhySpr/2PIYj+kg84ALbtFy8zoTgPfgVrcccosK9j4ZHY6VK1gudbod\n",
       "VUmcBDom/CO+1quoQSN/nYMDLvV9aYa5PBC2Wbq0QhMB1GLhqGyGbrnxBywr5iqGVJmkQgk/PB6G\n",
       "hXzTf9Hz0dHsz4Sk/htatn4U2otUl17M7kvUzXWckTaOHP0B/N4FtMWquBkLh4qskRF1uKow75RL\n",
       "c7qSduoKcHqpzebzLSN5ZGEZG48AAAEHAZ/jdEf/ACCsCphjbkhk2JPilSTLR7MBMkBEC0ep+jvc\n",
       "9yYSRWG6bsnvEE2DVkkMgEB5zTEvsWrX6O/gCKIyo2sEpCbhbAYpb6P0PxcDf3yOUhbGo5IOemLh\n",
       "WrmX1bquIRD1A2ZriprH8YTx6i4lIvf9rqKf9QnFj+Vbcfwl2HKe4/EPYdW+t81aZQzfVT3Fo4fx\n",
       "uAof52yYE2/+3uW3t4bjiEAcC2VhNr5xKzWwqAhU02om/daKPNy+Qhx5RoUr0f/0/VrJRLbHg+sO\n",
       "2QSC4kTLrGEvoivtAoORTgwK1B13bLtNy4yYnS09/ZdC2dXcu8CusxvlRY/BIiN1iJD9UR6xkRlU\n",
       "gf8AAAFXAZ/lakf/ACCys/U7+qaM7JrCMI3682wMyspVl7C5voVAwSUuvkze0l7LKeMaDzAtA4Ps\n",
       "imeUd+o80IVbZpmubUK+BdGhgQ1hQAL66zp54koWW7UuiG/96AuWTg2CKpNkyYGYHhud84rRJQv9\n",
       "xCpcBrP2pH0BfGL9INCBrXNW2kP1GnNAXqQMvGwn0FAjQaazHYK6swDgKQRewQ5lqui/kBTVTxFl\n",
       "4TCCLkRNNm9kFN3dU0BXKbnO0NOc+/c8iKHdDYTRnah5PQoeOHASFtyJVA/Ea5GCkW7+3wR65lne\n",
       "wr0sRk3nxbYBtGHvZH3FtOGoUTfKexSDJiGFRv/HzkKMOTSaWxU/fuj5Etp0JK2988OVdJoQD/lp\n",
       "tBBkkg86bWJxCPjk/DAGVJUT9pwWyIwVevegYUh/xDXvxNEzwlxgcJYp7SazLeW1gQwyN9KW7/kD\n",
       "a3wUfH8ufQAABOhBm+pJqEFsmUwIV//+OEAA9+FZBoHdWLIgBZymODXmSI97kidUkwfXl5GqwDm2\n",
       "heriwhqaD5SeiBGmb9A9+CaaKWuda8bZgerbJ2ldoBnpUL2IrGTryDbNLpfR6AZTdGyty3vfqYqz\n",
       "XU7a9js8y9k8M4GeTKvy0E/L6bbVECWBxje3OoAC+PjPY2ABsru5CFMkAQafPhQpUd4L3Tfy3bL2\n",
       "fG6lTMYQdeEMVZQbsXSrD/R4bkXjaAV6EPBGbUvzQcH8H2H68XZ+SdWjwTpgujxWnb4cpQxA4B01\n",
       "NlaFJsqEhC1gywI4AkWxMYjXHRWilNLsdVwmPpzSkZrTY82YCFKexunyKkc9+orJP9p+Bxf5OnuD\n",
       "sD+xyvCmu1gdaYRaPLRYwNSgCzlBZgdMKdcTU2fLJ7MmUtC3z14A+bDyRhYDAABIP6yKYtIgT02I\n",
       "DImesaW1lSMiGs1HBzjM3gtf9TIOL9GDSRra1NMYoLRnkrNtNOX//r44sBlXIKv2fPamEv0ZmnK3\n",
       "u/Y03zNqEUWqW6koE67yZnyrs6arIyTkVcc82FG8i/fjxNykMKh4Wnj9zjdx+JJhYY0tmyFuiHVv\n",
       "Pw3qke1jvOXjAo6Zz4ugQBcJ8EGbjSFT3/GPaUguUO9WyiVQ5faN2BHTCgGGOyUpPZ54IKcCq2Xw\n",
       "B6kvh6xiS5iLEzsF4irR+1qjXXo+HDJKA+aFZBKkojdc5WaDNhz7095qgqKuRUWY/eQXylZJ+tek\n",
       "SSnkAlAApp7JWZZ7/v+h8/mDCeZwzc7DBpPy8w5TEriggiT162qYg58fWEkAMT4TmWyi+wE8tMW9\n",
       "NidVY635g4uHhTfOgCVhduaPJQRuB0eMLzjc1lPcBw9Qf0OEPiQjg6yNv4XQgElPQr+j5LSBqw56\n",
       "eI/6AGdsgVekDM6+2dtJGHyljb8+OXPtT1ryQTRDNzCOwGUcdbYVlrxp7HDtp8kox1inrhXBLc4G\n",
       "75pM6vn/DyBAdWkZSbpe1JGWe+nxOJ5HwO5de6dCaymigX5XN+cGLUA99nTqRgbW8K2H4gbu+gpm\n",
       "leHtmm+yk5d7g+Umao/SWxVQtkFojLWOh8Iadkq5cMV2BU6ec0qEIFA42F7j99rZUOKIICjZgtw0\n",
       "MYWtaVl+6HJDDwC6ba1Eq30VahGE31c0b00NgUwTIIw3FbzmwHSpDtzMuR/G/II5JxSMF7Vh3bsR\n",
       "wu1HUhpxQO0YrozCqpehWHChj2js2AiR3DW9T7qXpfqvND6DWltWmnoNs3pqqPDjgwE4Ykyxt5Gi\n",
       "YDnYEfejSoOukmK24AZruEoDZ7Fg/8cPZwQNfAo3AYPFs5ulLkI6W1F92atlUS5FHi/gONhiILVk\n",
       "wpWjL64Sd8ludG+gKJ1P+h9tnR4WADeeOGk3xw5SYem0r2t1j1S8+AHWoOoR4wv0uUscxwxBsuGx\n",
       "5lCfDHRhZ0aWPBllrq2hZ/G5lOcoq02XTswsIjCWjWC66Fb5D225CxDU8seFsP9jjIHVEMNZZQVZ\n",
       "WTAqcOyYZ9XVpuukw6NRk3BbqXM9NyHuGpZdqE8rB5YMs4X1PoT+DSlXQVLCAu8VykQp2pNhiO2X\n",
       "1tEdfUbAeXVM1+t0by7oIKkSBUtdWZHD3CFyITdSJdII60mAnUJej5qG4/sgt2MAhM4aAowjeOUh\n",
       "spl77UAjqHKeYYgpIQAAAaNBnghFFSwj/wAVAp/QNsG0ANzjK12t7sD7UGtodqXD3RZXFM0C7xqk\n",
       "5Sp4VM0cOJYr4fRuGzsva6Z3qQdSD2ZMeIKFiDiaPJJTIAJgxAC3LJz+KV4Q6ANoJ3S6S6c4Hz5C\n",
       "t2BtTEnj5UQrM4b+vT5pWBJNUFFXUYDy1bAsNbrj7BYiDRPx9UWfnnaNbrjzN4Gg7BOyeWUVx6E7\n",
       "t+jCETbDlzbcTpHVP/rLbcxa5x+oq+RLwtrvXJiNZhdJiHzFEZCZy0hvU0scqIIQbXlFoJA/qHHH\n",
       "BUsSvTQlz2AVyv8j/Y7NIhR7QkJ2BkSg9IcJ5+fHzZpv6EDplnh2hR8J1aPF4UVb7zNiLA3TeALf\n",
       "r8/Y0LtQKfIlEpw5zUgXudGKoadxWEXoo05gNjyVkmYZUqvkFKWFxzycE4qj6Atdv5ubzsJX8xdJ\n",
       "0H01MoNeWXYGX02Lvq7AHLvidBtcHVJE8nnbw2MXpgpdT5rW/SD2TSrULaMErpORN4nYD8KepXsD\n",
       "zG3kS7GumsgayHEG0UUtDBerR1hrAS5I8fXf916rgi6ne0DEPAAAAP0Bnid0R/8AIKx9wlaSgqyX\n",
       "7FozVquSf90X12wW6S7nt0nMfG3ZM/kXwdiAiZt2AACWpkRUu63jciC5m5qvGk9ui5XWtK49rXBE\n",
       "cLbolJUgoNqlN5BnDef2rVM+Z5IBIaKJ22T/vNTJzmnU+Lbvt38uAT/A/GaiN9Gu0xb67rA2mVeb\n",
       "0rz4TJ8zMX85oEQmkLmJO5Dhw2DD1DZyLPlKSIk6xJqrNC//jq0O1xpcn6oGDYaJ+lTlrwUrgw4y\n",
       "G5oz4SGnOlw6C2VLEhBhvTN7Z3To3p+dlSxBTcEFiLe09EU5nkMRHl2eVR41zdlsP0XRJmFY1eRR\n",
       "PmEqlq9FVgyoAAABewGeKWpH/wAgrjUgEump43XQuXcqMhtDXnE9Zj45ap4S5zxxiR9vBV0JwRcY\n",
       "BJQivkxXvQcVS0j40sBzVP4OgEcS4+AAtS1Rv3c7jTZtrofea3Tkz/UPFDiUZwLQfU4Uw59kEM4x\n",
       "ARFCT/cJaOZpliiaHe0hneL/1cKBkSX7EI7FvtGA1saoMw+o8UFS9AShBEJWOqCXvzgwQi1gUnpV\n",
       "BUEEP0f3hzbSvlrHourxnGQTMGRCbG8bo4pR/2vZkNT4cxSrLWAiLqeWBImF9ko/3VsjUDywiWsO\n",
       "P7JWNMdU7t5ZsRm6eKdDHiF9ZkJQEp6505/u9X6pcJ2NomkJrRLwQiaWfolWHZ2JxKyojHj+HbTO\n",
       "UY3kKcDgZkl4L7zhy6oLLoQerYRLB8lds/tskfCX42R0825VfmM91G6234twS9FFzIjbpLuDU2qn\n",
       "XOGTNIUxqWl8tGclKPZ6UQipeEkynbZjRfTsDKK+ed3YQXpr7283OYNp9s7/mu3Y2YEAAAQmQZot\n",
       "SahBbJlMCE///fEAAmnEaMxjfACKucFxqtvBfSe/oQwhvAbNGdPikwH+IsJHnDNmOrZOMUTgPhSw\n",
       "LS2SekzffFjczf+p8xaIopE6+N030XXwp/zRibPE6c1GRRl7uwJskP1sbxzmhOjAHE/2fI37E94g\n",
       "PmW61oeRhj8goN4AnqobJ6GTiGJjWgfCW6bXTiA1NQKx4vXFOpOovmubgM+DxElRrzEdtsqLn4Oi\n",
       "xu5oahm3zHRclOJOyhH+ovEHUxkr/7COKJITuOcTe/VbYmOcdh1IOEwTzoikg+DVwpB1oPUeGHyA\n",
       "hRyUb4k3hUHGRHHN7HsBaekHU26/+fsVd9cCfUQdp4s730s0GG3A4k1Gwh1e/fuZEQjM3ejQWs0b\n",
       "52bKb4wlh9HS9MAZqceX9i2G3lrx7jhXuyh4UyUHs+smTuxSToosQXLffqLhmx3gF4JXGeD+2ffj\n",
       "ANz7egpSUOjMGQm/W2MCM//C9bi6g5wWjClFCcE0PEuJx2NlLqRWUwBobo+CXPYNNPqrxluvoY74\n",
       "EeR+Q/t8zao1Q8g8tfqUFKfPSWl/QNkpCURTFmgIEI4V3ak4ugYj4xbWSfAIr51/TzdQCXPTAlvB\n",
       "cTqpYk3TUuBjTtIZ+XIFYLmQynH0sl3N7bFfo4ego/+UMhKrvxWsEB8+XE22vNmzffS+bAC2/pOB\n",
       "kV0peH4zaFn82d0PCCDHAVM+5/lfZM9ycixu9J2wUSooW9QQIkMxSLSpQLKzVU/XgZFrAfo3pe9y\n",
       "lju9PEjGJnETAFRwBkW9kdlwjG6f7rUx/AhIVHolq5vfr4U0D0Q3fahFIXC8vgc/h55VOJcI5Ank\n",
       "ZmME88j8tyOFX133Zi3qFuLipQ5zZI1t0ZY6Dkc4gPn+6vae79yCrLG+2cRzLmAoVqoVLcrzXQE2\n",
       "oaGuG4DrD/9GueeKfwpmI4WwPWUln6G+mP8Y0DnaMi6VcIJyr7uQ2OOviUO+Q+vZI2gUhnCHLIQ8\n",
       "ue3QMgJ9AgYZhWUVzWHMIZjTu7CFZsWvTTktuUM8seExEVIP28aBgu3SuwP+wQ/EO+Rb+IKuLsLl\n",
       "d01gHLE7HzPOKgX0k9sjjzi/M+GEbkEVXUNOAmYKcLQ4yv1P8JyK8AOlvSxwLcNa+HfylTYOyNOR\n",
       "hE87/DOocrjfvnAg5+LSpoecZeUsn4H713zkjXthUYjpjBW8GTVJnBkzv9sov4C++9Che9B6w4WX\n",
       "rtCMVjW89nnf28OyknPd2j8G5R5cFb18Ec6HybdFKyiXbNKi/NyQW2+q2/mUnLMgEeyF/6VLZkTg\n",
       "KfppTt0niZ2oHCcdhdU6N7Uq3Qr3W1Nvs0QP7hMv8mP29Sar3jVl63Nb1mEfhPExx/7HQ4EWPcHO\n",
       "CyGGB5KToUtqv4miCv8nlx9z7C0AJ4WQbiEWQBLa0gFAAAABN0GeS0UVLH8AIK4y3BkaRD1S/324\n",
       "qkt7VdBoVyCWbCoq/cm+AApACYi4fVQaAUjYptTZcs8KnQ9wJWBzGNYE/2JWhyVwfNyymp+0tiCF\n",
       "3IOpPUj0/oahe2eYj0V41/Lbjl18hUxm1nac0b93gMT0QsfWeInjhtTG0ZkCUs8NfuVXd+Smf6vx\n",
       "uNdQWiC1u6zkJF4Cv3sO19Dzgy3pdQGNjj80Vpn6KFRjfSof3U+Q+aTl7GWhJcF8lsEkAQ9VbU29\n",
       "TXnlhSVyaItre4KX2TAIgeC+XKg2OHxoH0MaRsJvBFydLRwrsDxOLMln1g/2MdgxtVt4KiTmC7b1\n",
       "nwjKfGR+JAencFNGgdvsFU3/egzpYcoiyYuq/Xnz8INT4z0X6wfkxjQNwQmGbJ7l/LLM3RcvpbOS\n",
       "SNKzSVNwAAAA7wGebGpH/wAgv0Qg66qRtBrL9P064ARcd3fpGXDNeBtCoHkYMfRnX0H8tiO7L6UA\n",
       "jcGpPRgDk6bnsnpHDaGJ6Q1M1RNsI9dX0lCSIOyK0OaMOkq10Fb0yO/Sr9BqHgRZ0mZrJIW1YPrS\n",
       "OEX3FskDf0cL4AYX2Wix7r+3PQ2/BIv/PA1851SuYwWSN/KJ9mmOeKvTVNq0pIEZ4oAbEOBUEk/5\n",
       "YcdNtY4rHSM+bIhOhbcLRgtMrtRl8/PVPMs3hw0zJNkEGE+LEeDmMAhDmsj54b9sySGzz7PnCxgL\n",
       "+T2/80S1KZ9qv4WlJy6DOA8JKgYtAAACbkGabkmoQWyZTAhX//44QAD36UXNWp7ABwcj62Nwp3lF\n",
       "r+8RkEdAQ13IZQCmwNX0jorOGXUDdznR8ST49zLC/3zzByoKnm7mbRXwnAazQwxRzLMNmyrVDjzO\n",
       "IMIQX/IrNCKLCSdqDeUNaicD9osudi/dt+ZxYdWrxwXjUud8JJNz3AmTw4U0DQ/6AwPAgtUWTWor\n",
       "SwOG4bdqgG5cAw8uVBxunVfVS1WpFbpTNDbgXyB4BUYq73Fej0dbHcn6SOzD9oWHRyRRBHHx0/Qn\n",
       "h+rUXxPCDlGF6FmU1k1WzDzXb9oJM/V6OLPSxyVTAI2mA4+wSrS1qXuJ759yAtEbrha6LLTnIwPL\n",
       "6z01s9tOA+3DfxytkY6UVLzhSHflbvmcQC85JrSQxzEwraOUvXTVTU3BnXU2oLoHmYCp3u8JrZEv\n",
       "cdhA5+kv70HxxHvzlQ3akYOgDtcJ82Dt/JoDaw3C6eYP6n1N1o6Ln+YHv07aTx81GouSGFwUCqYU\n",
       "9sMjnY/gYW4oEi4h+3D1h9c6PQ0r8/f7QbGUzM0huQzM/qpAyU/aGhu4vmXpMVxetNpyAV0hIFf5\n",
       "zJjwvnHwPH5CcqNF/u89PLhJr6HrRvyaDfBtBdp2g8LWgzjWT3HEGteH37hzo3WLnTJMNj4z0+GC\n",
       "nGT4G0N+BAiQWmu2VCY0gZ6nRV0cPldojcvmXNlRBxMXo5v3SZMwdtOm3elW1/vVwuYxuB26CqKB\n",
       "b62dXQdoJXEnwA9fTuABy0DWTaQXLuMlZMm1jtfn1Okh6jlCULCJRX14/bP1JmPSQ8BDtxqqUYZX\n",
       "GcB0u9zAoH3RndOeQbHOCW5sHzEAAAL4QZqQSeEKUmUwUVLCv/44QADyaUM4mgAcHVHHNiwn9Evt\n",
       "BIosgM7v0wE6JAb/Co2aYDYw4Wc+1AC7fMXOxryylulIn4jHchXU8g1FZ/oOh3IKMhbGz4T01UBt\n",
       "9yGmdyuSyc6AdDBCaFzqJtHISHFrznlD/a4KUZt5MXWjyhwFUEytHIfHtSfdCJraVpNdSg4BJ2S2\n",
       "u1i4yCxDMG/ooEUC/dKuSeFi0imMCaBH+DoYba/BYuJCegu6C99oJACrCRfLEWg26nVTmUH0ZWja\n",
       "6xiCk/tyBZz6JOyR7Y6B/SOUbUipA2reK3UbjqKWwN4CQNXUtyR+xfZ/x84hJSltKSvN/SzE/w51\n",
       "AYdceO0AgqTJ81+0/l/3IHTHnJKvO+KsRG0q6E+WUKpNAFxhnGoMe2sfevsrUvOP+YWCxHhmvYRp\n",
       "1+ElKLX0b3iOdQ4hnCkwzDBpnLN739j5t2S1NsiN0r5NjTs6+yQgHM8tHPUCIPmy2rCCdguweNdf\n",
       "TR5Tvq8LEAMkBn2s4XAVy7fM4/QhApwkLe35QovjJzYPAtjoy+KeuxrLVN4i0Zwjtzndlnqqhoeu\n",
       "RaSnIhHmR1u/X9FG1LzKDtnH6H82lkMR1x1kMFlRqFBQLBHlf2fMY/H2k3JQ4d2VYzei+i5rSetg\n",
       "/jyUlSYcyIcutXB2a+Ub0HkzyjQgrLF4sxyClhBwXeOCa08EjEntQrMHzzKAbp9hXZxRFVakhzOJ\n",
       "W4a9m1/8y7hWAprRyVP4wN3t4piveBspKoliXW81pdk/MNm/507JuHovbqU0a2069cZtVgr0ACgj\n",
       "qjOHNj8PQWUtncYfmAJmTlwOoePkYZtPIwmTYAil+PyY6WFcA7azR4wEQQVGMhbQ/J/mC4UGx3Mb\n",
       "3Xcd2Ol9/9ErQ41KegJJe9lJknc50EBDe43IxMaof16plXHgwzk6gD8+L44EGwpFoTmY4Yc9+kZ1\n",
       "ZmafnLNS8vQzHOX7n5QzaYNX+cB8qq5ga7bbvcpFdHinQEsnD/+0dk3GqQAAAOUBnq9qR/8AH7yV\n",
       "DTn4j18oUFfaAFrycwIW2ft42dfbUmSIs84JlDiTnItfG/KS5QVK9PT9hwAIuBtld1sH4Jy0bVrW\n",
       "g6LT0rInerlrwZv3pd8Q2/sGZQoMW4+fGgIpbvgtBIZ3RgUMZq3UwZ1sV+LoLI9Pidzhcj5SlTCT\n",
       "OTZ69eqL+1gtwZ3v5RY9yJkt58NqgvZp4zxkKgN8h7e01RWlI/HwB8beWlCC0AKbPdTHJgn1gFhZ\n",
       "x1Mjj6vxbzeGfBapHd20sCtb9m8Dr4jZFyt3Xz2VZi0OdQQF68OU03qmyowdpYLuAAADZkGas0nh\n",
       "DomUwIT//fEAAlnEXbyBJt2R19h8oX6ifwWEzyAACtVh2yq+AgAJlRZfupsi8AyiY+KQeL5YUSjk\n",
       "s22id5g9UIQmIm3O1JA6Eeo61ZhufZiAF15KmRdhybwDfosrUsfi2RagRxcqK5DTtHitmNNPJWhw\n",
       "U1knk6eAXOlpD+NfMbKpXezJOLlJSURNGbiJahZPy1sROb+vHKxAC8+pcYXgchHWHVKpzRfev0Tr\n",
       "tTKtQDiUt9/Abi3TxzZBBXEzqHG3WEuWUO80ewPps5GczKjgfyHxSRinXzylemKEtntOp3t7ibki\n",
       "W5wmtGDgI7KmGEgfq/1FX8GlCDvIsD1UdTGZhzPcokItlofTEVmMgitOScUocxFsPblBKOVfM5+d\n",
       "oBySOWLlja3DnlZ9OY4uuriVXu7co062GURSYZ6AA8LHw0Z+3PSm3LEaUV3BThwlnXX/cquWXTTI\n",
       "XlJ8yJwiZZUNmTaP8nkz01705nbN+ADP6Qhx02a5AqUmTY1W0hFrXLHtcQvYU/So5mRIWz6Newh5\n",
       "Zdn0wGMtbH9g42yhPMT8fLeRnp6CfZsKl8g6iboSHxoFeTZXEMziTsm7Qj2Y/rEjImQy9PKh4Cyq\n",
       "bWgS+Yt6C0pmEZDg/B+On3PoeFIxCkvOQer6oYlh0YoAXl9b3wKtf17nKjvVs/NoTj4rdOPxV43Y\n",
       "ZqvGDpxfwbFjIyIJRsWKNX9jwvtZpLEFE4j2TzTPIAA+NGBrDAUqSLNI2bgA2F0jn/RkkQrLbpS7\n",
       "pms/k3Q/VZ91xieW1Pndwe7jD4shYyJNUXP7KgfJoajAWLq65m38U6j4clF1guzgZ5o4adaw79g6\n",
       "PG7H35DNvlZoEoOQxja11TzmTRKq8lrO7yH18ish8vC4cYqd6HulsxtGOdx83+4yrolIADKnQI+J\n",
       "s5yvKJvGmzvoUfT3h3hyXGrByi+wb3KEDr/Xe0BuEUO2tjfEwsv3P2hcLypI9bKP+ZoARKkNa05K\n",
       "02eX3crH39P82wKPds3Nvu6tWFbLY6qtRk6UUlPmXYhr65eqxg5bruYxk7zecDzoFwBdLbGJn7g5\n",
       "KWb5lLejdZGrvYTEsolECkpTpKnmSIB6Vnr6AOwkVsCDFf/HUCAjVOi/jwNctY6BjwDRjoupYsn7\n",
       "0JSu/GA+KXBpaAAAATdBntFFFTx/AB+5pXoHKVWuQ6ahS4SppfdoSd/5ZugjrUzojn0VYZryawEg\n",
       "Na5pPakGjUkGieqqnWFSD0pM2UH/4eVOwA3pU8DmBYcUzF8orHFpzXQwh8NSV2G9gqNpFBEWP+MP\n",
       "2WjUDc5NvvzvlSgpxRORd/sjHyBsDz2o2eDswuptDNdY2cHfsszC+Ngh76IhLd3kLQn9tt1Pqt45\n",
       "4aJQCxIWdEkf+brjB5wGj3avHIyK9ZLNlktoxiBntnZ4t5BeaeVzWv8P/lVfYDBv7j0H9hK/So5G\n",
       "Tc59FCUjojoef/Z9wipa1A6B/WdQZvlR1XgGW2QoxuRurxTrULVzZdfd6A5uyVfVJfdqfMz/PKZx\n",
       "rl5n8/YeP60jATM8Pz4qoDfXi30sCxtFgp3Jyg1k7SSryEhOc8UCJwAAANABnvJqR/8AH7yVDTn3\n",
       "dEzi0Vsk7EALEVayI4t9nBc2I+yh1TSchIpSSw9Fm2/SkGgpAZqhV9h+zVXMkKb0BBXXaVB+ZPTD\n",
       "E7XJxPdSqdkUISkK04MLEs8x/q/0GmHXCdhf1Ur32w1IRpjqmiNa1tYeiFATAfO/wa7iO7qmdoJU\n",
       "hUGgoTPTIxsKtgjG5C//ZM9uvYwpxaTeq5iW+KRgheCWQOdVJIBj/dy3+vE6dDkpjNg0RGs1wDdS\n",
       "JQyVw/Qcr1kIIJqYpEXJxIpbi6igADPgAAAC40Ga9UmoQWiZTBTx//yEAA5z5kYZOvL9cjzqUHDp\n",
       "lymXqoOAAMcg7ehgWfrzNhzraigBiaIFp9X1B6/G+yxNJOFj1fCcB6JumelVmr/2D+fMTTr4qxn1\n",
       "rxall4ZMphJLXFc3wHc8CY5riztsxSg9sAXhpEa34pDgaUxVUxT/xIRepvdrKoz9SqrUPVf2ampi\n",
       "d94ki/rUDX8edmCsiiSuUPrMBs2+bJyf/DR94lqFY9DEjIiDmUJnxIPreZ6MXqFxOp1GTmuHu3ck\n",
       "HysW3M4NvdVl3bWb6DLr3aLCUckFW/wPyO19MP+M9QoUfMqQMSqyceM7ZkpZfYfMfi6HJ6NbgKbG\n",
       "Jzo3BO8ZKwl1Q/ccHyxT7DZ8DB6Uv6sgQyYEbdiHFAi9OjIBsP9N0P3caBwLt1ozpPM+bL/TFnj2\n",
       "qN/d12Og4MYw4uH3Np88cvS55Wks6uVvFFZSt3W0g1JYP45vnRnHl3Vo5iCLnOw9H3l3S1oKe4BD\n",
       "75R+mNXqAi2FOF0vazZEzGpEnD8uU5zicYZUGytp1hci/enrBy/Fjw1B6yKZyIr6qGPEq6lWuXec\n",
       "KXj0GTGKetqtOK4lZF8wL/ce+q1ec6Ij8BqomKUe3344wQPQJA6khZPu1g/YVfyXydwBARRx3Rm3\n",
       "5MK0fzoH+eEk8YTYP3AXmqZk0jzhhJZ2AUiucPQwnbGWEtG+eMNLfGDGI5CDLleaKRVCSc7jmJaz\n",
       "zY8/aWA/LhI3Lw0moC0aNk1/9fY7fJZmbsFKuXMso+pGPKsNeIQ4Elfwnn7S0/QYUfSxLCk8Achk\n",
       "Y4K0C7w4kry9m0WwIQ1gg9Ap6VCy1qLG/gU7A5rU5oyvkEgMcfTgBHJ43/QhnrhKMNRSAzb3JuKd\n",
       "XmdmwjmGBSYwUsi/vLT7UMic8G8sCooB2/+WALAXhd1yGR7wHfhdbQijs7hYdvabRmzIE9DxG5aQ\n",
       "V0UX1I71f8+JXlvkm7o9MW6QqcLpOcXtOeAAAADyAZ8Uakf/AB+5p+e/+UgbyXpnDtSyzJBKpthJ\n",
       "0caG0yhcbBhsMJEUq2dGGrcS5TAuW1ColIUFCKlGbxsl/wASsxPWesnbXeNTxPIw08AMshd7YYkT\n",
       "I/cqH1OAE6CAdMoMXekFJI0ayo3EsAMNVjYGbtWuCJzb5a6GHDlfLdsR3QGjLG7l2K25G9EVo/m5\n",
       "KpfYpXdKK9KaKTrEYLq3aWbh5/CaZcQpIl037ayBmIpE11bRj6kP6LtgFy/n53aa7uXN6IwRf+aO\n",
       "tZH0lijFYYeBk5SVvrB8Z5VJTBAD7pL/6ctbcJjVmBbNmGfCgsi26XdFxN0AAALdQZsXSeEKUmUw\n",
       "UsI//eEAA7NhCFh9kIA5VmBw5Ew10va+dIO4fgSmn6TpxllTqc7E45oOgd9FoEdGOtjwrq+S/Shn\n",
       "P4hNpNOrYAC7QSbfyCbIspa7vfNpGL92SnaUn7Ptt1zC/VWFlcLDvWptTWIj3XuqZ1cNoO8Omn73\n",
       "UA8HbP8rVWApiB5kkdHR91DKYVPdwXZOwUaffq8tFuT7sL66ReDKFwLemUYI/1QAPruDs1C/m6O2\n",
       "B9OouS8BVSnUz6P03mi0Rn6BNJqMSxhaRtBXfEgIviGnKIFGYD3NVVmJ9vT6fxJWCWzspXX5PdIw\n",
       "Usb8LyN+O8HufEz/e86PDK0S/JeYFusrP3bl431EvubGvc6JOru6jY59xsnZjWOiTlqXCz20W9sz\n",
       "F9JjEQXS3IEQGMREgUc66dsFcywyLPGUa67oE0uVR25K2NSYPsaiJU7NX03RpQ13Zb8Qs0RmALbQ\n",
       "AGg8yXEyz5Rjj4+QKzdwAkTD34vWKLyY7kqQrAv4RkASQk576YOSdV4i2Qil9P9mjW4dHtVGKd4s\n",
       "S0EHCRuQgZ0iMJ58x2R4Dv7d1z64+Azmk8wC2GD66drqiaKQ1CBmGsS8GYCq0Iq1aXVL0ZEuigA8\n",
       "bPn1mz7ShuL1aO5qF6NK67OSI0e3QpDaf3wJqhy3uYG82H9ozwckS/4URy3EeQtr4swzMdfn2hyw\n",
       "eB1ncBTSOjMCoGLk+KaXbHUxaUOoIhVcGokxZ58wAGAD1qrOoX4K1/0xYTlDHC5moneIugCNTD1Y\n",
       "19ecLPapxa3R6xPHluSgufWwih2o4JYee9pzYYc/P84KdGW3+ZvrjxRduy2Ny6Fu2aCa/DzG2n4k\n",
       "OVhvP0nb985XJJOfYZZN89J6Mbd6iln4PLo4xMEG1unTwv/Il4dA0Lj6Us21h0enddIgq5uK0zwH\n",
       "Ln6KCfzBtgazKgS03wQJTXLCbnzo+VMysG+t0XmPL3WWD7SXkHdbwAAAAQ0BnzZqR/8AH7yVDTny\n",
       "Qm4r/wdzTRoHhFWlBtfMGxgYtkEPhRz7vBKBaIhQ0VibUuR0Mls2c99oj3tdrXJSs6PQAd4g6GHk\n",
       "p5YWxgKvCQoDKkTf8cSCyWOX828HFSQTBVPJ6gZ8m24DKyOgg5vY5BaAP8T0ZCcnqpPu5GptLon/\n",
       "J9kO8715JsjRFAPzjjEmZ2Xb8qrk4GQ0bx1VOVCdEQL3tUxitYY1A0bayCACm40f5bmtcn2n2r/A\n",
       "O04GAtlbCSs8/o5ObHSYSUodzQ2eVQJqJ8pzSVO+BtQoUGNNzrzjLUNObZ/9Y7sAdUWVVfEAaBHQ\n",
       "g2Q1rLwcad8pLXgeRZ9kpBleqMCt76y4LIBLwQAABEZBmztJ4Q6JlMCEf/3hAAOzYQhZMtDXF3QK\n",
       "GSeQAJTfLvFwQ8VGOqledjUte7rpAW/IeqKe4uCw+1MwhnnIsCGiRB8z4qbvJCeLfyPHkqnJb8F5\n",
       "M6NjLcFHyICSDGcVwTYJmJuw67iUvTs49Sq0fKDsIlRPFZavSRgGXoEbTETJBsI5I4PXCDRPbGhv\n",
       "jJpc3LoOU5Pt7FKT2YKQWUH54CktjZ8R/5F2tO4Bq9kQppIptWzsgeUcOohvEf+Pc3Wlf2OvX19W\n",
       "v6+PjjvQtLtiaIOusy/NdnPoSvjKU9PVXADcpy0QskQ9DSWQEZJ+vFZXf5NIaWH7Y9K8HJH6ghxX\n",
       "aRHQrDVwJnNuXV3scocYET1F9/2wq/U6I2cHfxZm/raenfCfpD+zgpJo1bTdh5BUp2IzlV1FDQ+b\n",
       "iw0AamKRHDkJyvhltQwJCqrXhs2O/l5T7g29QwZuTdeyTcOkanPiuEhnRRLD3EgIsiPWoKniD2f0\n",
       "e/aiDRCvi6rwC7taWlpPqUcq9ymybUc3hVg1im6bAmQEpIuHiyDQp/4DAog09K8Otqpks7XC/FYW\n",
       "BDe6U9stHpGTjwX3BaOakemVTEiqEoc7uJ+UJ0hQypCD3Pwf9/pztSAPnm7pFDUqrKADMHq4ADBt\n",
       "zzTfAeFAuByZXggqlhWmqLYSfklNBPJgDypGhuVMGlcBfLb8drmkiIIhWIGNrPoLdRxy+esL/f2a\n",
       "zcQMRr1GPxO6XypYmtD3RR4CiiCb9pk86SDlWo45TnXBIw0QarVK0hY2oPVLzxmrmr6Xu3fwXiMH\n",
       "VEr9fEKWB8V9yzUSz09meYaton0E3HozW2U6oh5mzXhkMWohsTKwj2qlvjRuXDDsjqfZkmxb3xii\n",
       "EjVDB6r/UZsYweK3dy10tprgUbdyQ5h8h26VekNaiYF0tRc3zLrHhqvJ3a1ofdOASA6w/MuGHcFt\n",
       "3dGPMZoGUnp2SAEB4QMW6VP2TZXBd0DUdKfjqpZ62tuHzmWF32kI4WiAuznvDgRlL5ZNlfq6DNsH\n",
       "f5i0SAPLDmYz1qD1s2YXpRT3CzE3y37awjhX26wOvyYuJg9IwRjf493thEbJGhkrb59QchU4NPyD\n",
       "+Snaktp3oV//CwVvjxoqxU3Be+dgJ0pp9RK5EQPc6uShxXXEMT1oOgf/2F0Up9PSWyoDl3vv9Ff+\n",
       "Z2QrHAelN7zUongi13Ycep/EVvyo2itezwhCfqnYL/oR8jDWMEK5A0+PbAX7pol3npI4aGYuX3+p\n",
       "LF4LUVXgubYmqfATZIN+QynFUOVlutrmtrnbW5wJu4WP6kXuqBjBYEoHW9QgPlZI42r2YMKoCfR0\n",
       "3duXm1FkkovmJQMNtC1Neay66aC+nXNUIHy7pGkT8Mf2QN2Dg3GlC0DtUpUcNa6dzc7GZWVgNjWx\n",
       "eFZe9pKWRinm5ihweAIecDrH51RSG0WpwiCbYHpDd6IPawZlOiCWVRyrpQAAAXFBn1lFFTwj/wAU\n",
       "fEPMKW+UeW6wtt/vE9OgcmGPAj80fSRTl2lcY5gg4/a85/RJEAz5bo0nPhc8syyTrfUa9Awmxkro\n",
       "Yjcb+bSJ9wsE5Dc3sTbwyz1haiATZqoHSyGe7mt1lDElzzPu4O9piLtMC4nu2up5L9PUqD6qVFXl\n",
       "TTNGBeERGW+NcqtsuVpzAo4KpEZKV5cm+MrWMzx02vIbdXXA/YW5qAOyjXGQ5jBH1eLagsWOgjID\n",
       "/4TS7rFMYcyZ8KhhtRjwgbe0ALuYVMXuF9QSjOt16ejXT6B6qeBKpO0zEKKztMnZPULPzx/amZm3\n",
       "AbsdgKcczLqbHosepPxXnm20F7ho2AFAmTOB8FcvYL1fVCwyfIqLBClqpv23DG01Mw+xADpfzyVG\n",
       "tTWcboUQaEQauEKX1PBmLTtdetwLVlSlpBpp9BXhXQHStuH/xHuMbrRg0WsFz8E7kevfF92Zra/q\n",
       "2cN5SZrHBSFNeMPTYxCqIuAAAADdAZ94dEf/AAZHBQxSY3g4BpcmEhad/31eWzPUL0o66w45itC5\n",
       "QQldsAAU2PSAD03mmBEP025vr4QJwDK7aPsXYgmpgrUHVWiOzkLVQZ6upLWCbAEimNjD+pCXeAbB\n",
       "CZOyqwREaw/4CRqtavwhBfhKrTk/PFkA4P3UTF8rzMQ7LNQOLZ/iRy3uCHEBi6jB09yPDhtH1pro\n",
       "f/DHBx/ikMp90I89n5kiYSuVf8x68rMRyJFwvDwx+a7JzUzfqTWqero57Yaq9+tYEl1c+5KRMZNi\n",
       "Rn3EWt6RCoRQIseoA1MAAAEBAZ96akf/AB+8lQ058dyVUUtEf+wdvXMX33qXlRZqi6LQkySU/ke7\n",
       "5pJmDlJY3xeoq2wClNT1OnN2xkhEDpQK+IF4qlJFHJuldinCWYUz59tvPltSJPtURwE5YnNkBB3C\n",
       "wkfIUsngIuWMkQ+UPZVQat5d9EA0ELX/8HGdhvKzV3OGv7VQbJ8cml8WR9v38gEG/VI6NcbmOYnV\n",
       "HRAfzsng9kZwnNcDuGaEWGEDZKl56pIrcaFOX+q0sp0Rd5ybqA5/vRO0fuez1zxfeuOY7kl4WKe2\n",
       "1/exy6RD8bHig7j6lWluZwwx3/sIPG8nU/VVwOuZAAShjp3bcISmdHV9y3KAekAAAAUfQZt/SahB\n",
       "aJlMCP/8hAAOc4dPnpDTQIswuWV1bLqZpL1LRkRzjnOn+Nm3+2YsxJCam4YEjYcxaRZnup86l2V3\n",
       "IU4hH65MTdW7PhcHK5ROVu9Lrp7a7STIhP2Lj09/6J26q6TJe+5ZhX46rKseptWgiU2rdunr7Xt0\n",
       "bnvTq8xhIHwknG1VUxI8AzXg1yKRuXf0gnImSltb7fjaOByzQcUm7qT2sAAY7yr3k07TQhFYQvIf\n",
       "+xGNsHge8vTJUEBu8Yq9k3QPz5yWl7yxNHHeVR8VkkRXtitm/OJ9dBJ5oQNnUTZ6ZUElqJHZpwqO\n",
       "vp/+9GVrb7OGbgz2P+SX+gs2ph91dVrH06CLU850OBq81TF4B+Xe2+vGg4/A+bja4lOeH0LMrHyN\n",
       "TyAwZk9oI1m0bBE98zezhikBn4NcOnVi6+mHreEkrRrINIzklLT8ocuBIF+GFcVOXrjkAwGH6TFL\n",
       "lWZcHF95e6FZIvs+EnGmLXRdtU1TE/yv9nZ8og0jT2R11tohMFMAR0vqJ2UUyosE+cms5v1HJN+W\n",
       "B8DuJTWKZgMBIduCu/LC8KIQ/P1PocElgBUjdC/FSVAMXtWq6LVjHj+mC+1xzdt7lzcmKjZEUyxi\n",
       "YDaQMjHr6P3cEdotT1EBIY5BeocLWuYe8WE/jUtMIDTb1zcz1/iPMVfSTfHsVsf55wtY2k41mS0C\n",
       "DlQ28NS9YWghguGvRyHm9cWzgiTR77IzaSp9tUsrb3kv/cnlYv+MAJgE2hpd0CT+q4XYIjScEans\n",
       "NlYg+Qpyb5RLCKFWgAqJefCwkWWCM0sglqDbP96bzv4NaQqkqVlKZ3malIZJnz2YPiV+b0C3z24o\n",
       "n/m07Ja/d5Ry13UfK9EfEdyUKZF4yEo7Pz3C0K7Rc78MoNUkobl3hVes+BuRKjCsi7GjxEhuZAns\n",
       "FniHswjdBOFnZqg+76sLu32tgqOfITMWS1UGz2HHoAdb5/3zdBFzKEBVdG62t6r0MkE/BxNrC32H\n",
       "x0uNCh79KWF5KLdl1Hd/r3EIsbswTUuzAvSRHH/PA7/bvaEXMEKDJ8YkC2iitJubNxu3quex1gcf\n",
       "wHl1btjeTvZkgFsMMgNjSnbe0+JGzvTHLGN0YjOCECEIvhcWx/93eQVIuFPZ2ufarGc2NC134mUQ\n",
       "gQBcknfsh6praPY/wIpzrorYGStxUhB9QXzHxovgYTkcC3oWZtOBIW/qYLzkeQfHT7cu1GyYDli0\n",
       "jIZBX6sMOUiiWAxoSEMHgBwB1CdIt8kRlbP0KrMj51s6dmAyJhiSbztePKDQ0QCr2m4ckFN9x0LO\n",
       "VlfXANouBztiMyc7hoPxU74lTG+BmVMjWzPkCl7baSS0gj19pPvhKkpUpTAfrBQoDi7mqMA3SfLy\n",
       "20UzKf5OpkMbJKwLx5h2JWQmNQz/AF0D0+ZZB+YRsuAJkYLJXUXKnnWDro5UevuBglKFQaSMV2Vf\n",
       "j30hiU47WprY2sS/7AJcdHuIJ1nBSEwd96dWvOjfvdjJSzXO2NZLANZjfqCIWu1rFqkq55iF3RzJ\n",
       "jd9/uiAHz01QCHC8aNrhG1vsbWcMrYVX9MZ5S+fYR6Vq9UJMfdQjGFOe8BTWtNZVuk8RJ+WagO8j\n",
       "+vPJIr1Mlu3giXd10Sz0joLAMJaQET6Uh7tRnPrfJ7YGK86XB311chNtFkFKmutMYw7ICNOajbEQ\n",
       "jFNP7IjaKFqv/+Q+plhXOWiWT1L5kLIEEdXFACjGdd/KLkThdi06TBlwcyLLgLBJPsJvAAACMEGf\n",
       "nUURLCP/ABR7lBPVUDG738Kl9bIRsIAW47CE6OPxqrWTFu8zcA2weHFKRfKRzEYh7/2yQCbCvaBf\n",
       "osa6TCayfD6O0/6/lq8LTmat7f6FUxkjA+c19H8DKhojx9g6wcwOQSITxeNA+UuYf5WguhSYNP/4\n",
       "apxp1m0lCKiyRpww1qpak+/4kXkjJh/E83GJD+n91dn/Vjk90tj2HzB+XrDL/CljkfY1ZVxVRtDK\n",
       "3/KmhEV+sRk/gNiLzNSw2oWjlfeA47nhACHlTYcZifHEzOBaYoGEeDLBQktoNKM6R3+h4jN/FRhY\n",
       "IHqaMaCeEz72qjnMgKdAVuKRsPEcKTDQBxrMIGvZP/isGXdil01Ea0emH6TzTO42a4r+ZzRyQBoH\n",
       "eSOpYj6H5k1+eeNFdB8jEvkPklXiH+PEr/GxtB2VSV3OeET3aAO3A9z0lh6B7nOreYACynRBr2r5\n",
       "kf0dzyUplyrcZ8Kh2dt+RVmZP/mwhP7d/TZ+dg0DBnfA/r2uc+/1V+nnKYP3WpnBwBxwIp6CTgU9\n",
       "jgqr5ty8vaf48AYy99pCWvRqWTZJEni3sqvioP/nAnO+BRsb7KfEWQFa/iB4NWcJfigf37Nhnmtv\n",
       "eX0sYtx08EM/kbT3ANxFxus/x4ARRA+2YbTUSXn+6hzi10OK3oh5+Gwe7I3FnmHP2l1KcC9uiGAN\n",
       "4f+jsCdAYyf5w49UFEv6MwPTpkmnPBgzsLd8K8QpX1BCwwWmRLO/S6Dexn+BAAABUQGfvHRH/wAf\n",
       "ykZfckHOWV7mrZa51CtKNnvM1gS9vwRQEYFUYfPAwrQxAyWq/53yW7/8w3Y+u+74PTDfkB/LhjUB\n",
       "0Q/3ARrIN1mIs9zJQGyXq4n8aY55jnnDACauiDiBYy72tSUyISLCse+zkYRc4QGWl70dEfr60Y6x\n",
       "Hv+tPkfl/I1sDlW9npYiBr/8ynqHySSqMnWC7VemqZaPfKLIWXFsMCqca1YzNgiGWvzaFDBDjxNe\n",
       "EAXQ/EmN6sibYBrLxrL53bGTJau9bC5OKGfe1yu65+jMRX1xCwsnftZGk0pE41BYgnoBj8RTw25v\n",
       "npsFqlNxkgya9YJNpOxpXUva0XexLLK3GrZowpsyMLG3vaw2bLe0YjR8nDL0jMdmP1PxnaG1YviU\n",
       "8ObQFfAqn+gRL3wCSbAOZ+0I2n6x0m80oQUkp3ajgftmfNUTCaL3cL21A/wAAAG4AZ++akf/AB+5\n",
       "prIL4PM6hiqzHUnn/2WMwgW+C9OfJj/tIkV8Y8N/bKLSKmj5ISKxq0Q3G4+YRJWNcbWcGCA1eLJl\n",
       "TwBo5Up2F+UZVGaeErSqIbgO+JIlAVTjsS9dAB+fp2/c32++/AgLF1w4/LOFQComQQs3gl1gFFr+\n",
       "wfpRNFwrX+tE3cxAyqrUx7i+Big57YbzSgB045ESrIBv6MSEliDtJsgOI2I5CDFaUCL9xUjOp+27\n",
       "oM4UEV4ETaEfQN1Vw9jscaXym//z+KonmWf8GAWKGa/LLSaQj9JezeOf4eHmOhrGALjxGM9V8sI4\n",
       "veKSm1M5UbV23ql0KPtwmGqbr8aTKqv91mF4GwwOOzlAQLBjgD/6H62DrW9j0YnYhtkw5iMq58Hs\n",
       "210igyDDlyLM1WLrZldM1QDiHLQP2X4ebhqA+q4Ggib2060HO2iCXZ477y0JaIy1Mb/H8aX6Vh6G\n",
       "rydUqyA5XuGGyhbok3zHClYuRdVknqE9cq2mvE+c93QnqK93Uxef2CJ0IC3ylRN0GSe0WgNuzcr/\n",
       "Jz/DuPUICp94Nr9wj/wraemHcW4NYOMyN/rNC+M7Tu4AAAO3QZuhSahBbJlMFEx//IQADnQ2IpzX\n",
       "zDo/qvsncvnQBVAm4WhVx2p5Mr/8IsBkMW46DbUBBwz1TxmA031Q66fwjcs25RS2pQGPnELR6/Zc\n",
       "lkVqDvoTWGi3AlXOOfFM2Docy74TUSMvrJmVkMvGiPbQHUTQQ4l6hd9SF/f4ahNESs7q/S0ymCJ7\n",
       "8PK0kKX32LVHlV6JHzq9SBBgXwzSzHmB79I2nQiQnPBbUFYLtqWE8sFgtZ14ac36MCLJSNbiq1rj\n",
       "h78fTQ/XYOpAShm3s1GUqiN7FwR558/jRCwT6Fipz32nYRPo+bVrgwof+ioaKBEKcSsyMbKv0HsN\n",
       "DbOhs9sHXh61JVDyeduvmFX6e7oEoDy2DPht4LjttQTzm0fbA0KDaf4AUYOz4eTsmED5LljP2Nz1\n",
       "0mzKTIlHiuPoPAuFtSYICMJfntSgkQmKSuAoHoiBdRRHW4eGsmdFrteLZ8sPXEP78iLNQxzY9s5X\n",
       "4YzMo74r5kwYHVRKFr4cflaqYuQGyi7XDos1doqwUbEu+CQWGUW97xPaP1uLnqHhj4iAJYSzEqOi\n",
       "xhleDUdM0e+Bdy8ynd69zv+y+t5aq5rqo1g9AqUQ3IO5Ufc93KkgT14JBkUnXTyH2FiP4ZVGV++s\n",
       "XXRxefMvM9J8F2wxXHBhM1JJQeWGfmySXlXQ7nqaPod6cPJP4tY/xFsllSm3yzR9XjbTdBWxWTi6\n",
       "sJkdaqtGbiatLRiyrf7AXonNKIUc0z0lV7D8xAVK0WzEpX79rOSV2+VtaZyF+QmCjoq3oeNcurKy\n",
       "2txVuF/I2asKIkhNSh5wCDOKBjGRYwAEeOK7gWQuUCjBW9VikVGly/iyTS6NRl2zfVzrzoVuMSdj\n",
       "OWuOes89lFxnl7M2RXisNG94rFQSIqKIXCGOjuTYyGa9kP6GPuMYsLqX1MowFoHW8+m1jGA6V53o\n",
       "+S2qax0cZ7z9scCMg1O7LWqknBqFCe5lCLTzVprsGe4AOAACdvc5we8RHgD6EheSzjqzyPfd6eCK\n",
       "yYo/wsmDmWbdElxFiOBjWa8EAT+0kGb7SdbRX1FQX2LJl6s5rho+ad608Bds3WORLrFIWW+KHr3U\n",
       "3y+JuY8x/3N6oQaQb8oqe5hDkH/cjcCmTn9BvfjgPrVyd0/+t53qnAJ6v9atpoixLi/UyC15yvN+\n",
       "1aJ3AOtu3HfyrixfCinM8xu2O41/iDBBn6BK1ZX574nFYRonvYtvjZPB9BJuHEPyKak/076vrSiy\n",
       "cgGNDCITUd68kRlPPNdvW4MRAAABwgGfwGpH/wAfyB84aROZmDLEpWKQhDuigwSaitK2RlzHlogP\n",
       "OhMwURz0+cbGNZhGLi1I2emIwsKGohGsePDa0Ybc5tljpjiqiReYGIRVkcsDsBJqmeB6BWXd+Nyj\n",
       "s9pgljOqow/R8Jgmxdf+Hm4yhOCcacsWyyStxf1Uo/9uRs22efIB1r42EMiGaw8qvTaYqhRVu7Oi\n",
       "W/vchcHlFm/UiXppJGNhR8ICZHcVNmvyWZAAbpN6bGNt7eOOdIrsnGoGmUEILlnkNpiTHXn0bZtk\n",
       "TXnH/XY7dPUwR7iR9S08J+OPU9EGSqOuYcOGd83jXljQKANnhOpOBnEAbFP759Y7NkWfrjKSr7uN\n",
       "ebKFsRPatH4FjkN+dZOFbjc35WcQ0iJC9EL8AAzk8nr9XL4dzdrPt0JLgxohVy+iohf/9tn6hDDM\n",
       "8dgQsi/MWaDn5xoT44IQ548/ka8NtSepAcDOTJWMci42f7b/HQe5SsgI3GbWbf9Yj00dzxa1CJ2u\n",
       "fVDkaz4gV+q0cMdwEWfnSpbEPK3AYoupejmcu+MgZ3kKnfJkj03gPgUVYiaVDTCf4mPa77fCITwa\n",
       "xRW+9D0wH3Vsh4R29pVP8AAAA8NBm8JJ4QpSZTAhH/3hAAOzYTK1t8OSugxViP7wAGm9ClsC66Vu\n",
       "1wTk0/lwnaj7au/7JGyKDlBVcdNhiSz1XW7GmMHx1VMKrG1wj4jt6QZanVIhpOoJuHDM7/KBpmsv\n",
       "vQ/ifIxJPupypUeAgMiRXH+2vE9fm084XNGLGhco1PIXwbh6vqZ9Z2gbd7V9obmQ/308dd3GiG+u\n",
       "5wMr65lT4UyJ6E3bpKOaBrQSLlrxEKtnZBpOInjgjvRLLvOtJlPWS9AYPDqb/EW8qRzGOnsHDNFh\n",
       "US3MwK9BlmQ2vuU12Dff+QAmUXR/7fAwxexPq4RdD7CMCvNtgS6B37iUpnWapwt5M2NxGfPCCo5X\n",
       "YqSJqN/9tp2xYKfEXISyGGEyNWacEe9WWRmVWAcEOAYuhro/8GOJl8enog98/PUnO7ry6WHKQd4S\n",
       "J1DOr8jEYy0VT/ipikPgULwYj1tiyMxsNH13r9tRWwxH6XP9pwSoOMgNOweXC43mTyM1yfDhAQwf\n",
       "FNuOCxbUhF1vvg3neHC6JLcQptcDYP1mcEAyVHP7imluaoDbE6sBxAG6fi3L8SEbmVl0WyrVxMjN\n",
       "icb97bzpT6ykn+car0dUOftKCn0nlLMLe/XPqGAIY6/69JSmv8EAY4uVVmsLGTabiaLt7YxkttDa\n",
       "Xwt844JEKEyI73pON9XncXlmZRVNd54kQ9gawiySu6nflXP0NoH8IKwQPibtBmyHAP2JJ5WQuOEy\n",
       "JS3iBMPZ/ANWQnIc2aBrgYeoDmtY5NDpqoA3XJzEAbS3EuAHAHdPFy4hvV4/pSppmTG5/hOkggT6\n",
       "6ftGec8oC1BBt42PV9yvJB2TijbxXleslCGlOA11Day1g/0tIuD3G7vkHlwToHDgYGl6GiAXr5fM\n",
       "5iEMQHtIgVILY0khDYPMJspGfmfutinpCHSzqshLlX/lNIzZFQOW1wBax/rcb+NAm8dlQPHNg5nr\n",
       "TcmYsN6d5C6emLP31QBIVPr8d+cjA8IlpR02+HBgN/fOJdloxnuEi/22ZwwFxgId/DNVutUMcRGs\n",
       "ZVyJpiHS9agoBy40AqOkLp5bprxVFIRB3v318uZNznFKWpXYCRxt2p+9qP7yruVUmWPYBdnjH4Rz\n",
       "Fd7zXJHH42JNOaQV+DOlV3LBjkHLs1nMNlcTKZb3vyrWUjbObJupj1auioP5vzH0ZkdSk7B85kZG\n",
       "daTVXizx4xw6xfAGHF1M6BeJAp+02vWVMoBJtoZZ4i5LoYlr1JvAzaX2evi0NJn6aT7x/8Gb5B0c\n",
       "KPGacHFqKxhciaK+zjkAAAaIQZvmSeEOiZTAj//8hAAOc4eFpHUwnKJznUHh68+BvXfoAGYVGM21\n",
       "rWBGZp836n2n6h6cwFaeQZaX12MdHNadY/kBhahsZ96sDVf1DM5knZqqECzcnlUOC25kmB2rEnOr\n",
       "v6vjk+gSrvDSLDzMpdT+wdFgO/KZQYagfTVOTrt56omQ2qVaOZKL3UMT4SA8uLQq8Q6Ty6bnUR3c\n",
       "DI/mkctaLxJfKDM5gp4QyNuWKQaYSNJebj1ITmS/yUqtFdMg4VnOJG3vgxSlQg6b6je9J5ygDfdq\n",
       "bLV24tO8NvTbPSbrDPbkhoaRKw8MrPGEB+8vbqTNJymWQJGEweNG9hqxIvNVU6msLjqWnMjtIJIy\n",
       "sf6QuxA5Iag+5G/NQyjOxGB/Ie1Krpw1bCS/n3wwUtbwbT3PhbN6hZ4A6p4Pd7keKW4abKd30GPY\n",
       "OTti9innkeylyUE12dIxr//yKhTo2A0nlwXfRNrZ6eGWEruTfsPjbKpbMn8hMXLh/8hmAlM+aeuG\n",
       "QKQLzvSuREXKgAjDePSs1BJOlAKVnvc438+MtU7kfyqk6fzxDHLD1o5Fi9MV9A4rVl+IKsnqPSqg\n",
       "XSxkIZzM9Il6vA4ODlbbdLDsUrmKavgGw+ayiM/0Tc7EcT0iSwr7gGWFEbwVmW7esypQdwOE/eP/\n",
       "E11LJWEafUGLTELxOrH3C1PL67FHKQvaOYBVjrUh/ET0EP0AVLPWQFTgVzzoHV+gzncQu57pT5YT\n",
       "jZMrVYbyZGSt915EjT2Wl5tp5yAbam+DMsKFN3slZPfrPCWDWHodK4zTGhZYqi6xXCCBR0iFLH1q\n",
       "3lI+UTgYZ4MNQzBQyUN1EVti7HaaP+ZH96upTXdkprTcD7C8aTQuuXosJLenddjROVBGNBSXJL5V\n",
       "/WJJFZs8LSi0li2hXRM7lFAySILpcmW/k816pc0uSi2i2jQw9D0JAoFG0hbGCfJw2UnFZnsBhPcn\n",
       "xGKe05T1kBMcHS8ITFCXKHY9Z8dd7gL0Sae6WBBcBFZdwUC6RmfDfZD72gACV/tuWaPJxI9Y2Ovp\n",
       "RLs6mbbnXYAcv/xSWfC5444ysQpkslWHsDQmlawqOTv+yXqzygt/VqSbjsp9UeXjatHpj+dUXuAW\n",
       "3YGu1SyIz2htVWyrDnPzxNDoM1iyZ41K06GtXzJx9XPCqK+luJKhrk/K69CrRESmUnxoIVJpObgl\n",
       "5w0aJ02JvKKnkQ2x7JWJ9tQkiZDCwy4qRDDJNGtYxEg7TVJOoTFkmBBmXAWNFSzIHD9q5/iIPo9j\n",
       "RgvYyLfB5GY9wbAv/k+lPp+dskeX1A+qiUSjms2br/y6UtWbAVhZYX0N6/rqN16/tWYan03QGc9S\n",
       "tCZNXnHHFwvoAnFEb9NJ1Vs4Yp67VQQBHgDR8mkjgjQVZY0vEYnsW9fC2aVaejmG/VGiByKCVFGf\n",
       "tBdVu3NejH6a4xZBFEhS3yiwRTb4YYHJJ/co2yZjjUnK1lKBTIoRQEJ3/38h8iviIXGp6XRER34g\n",
       "HtDzW75PIly9Ubrk1zPqBsJ0BNIvP6JS53f/QU3fwOY8PLXc+0XD9RBj4R8kk2G4TrprSNdT5STz\n",
       "Yeu2YqT72oj7UBCoRAuwpf3cF1rvHp3+wHfa2fwHZwP/9JpQZsy0ugBY0T3mc/6/FwSDiAp607ot\n",
       "xoehoSx954JR5cE4YjtkfMD5a8SkPcrv3f/Fnz9TQP7pTn2LQzeU5Y9C9ThbKcDZpRIed94rp8Ax\n",
       "W7bpqlW9er+6ZXnxF4OOKJeoCQLiorzrQogVJ4bXD0lsxfsQ8NLKBS9lXJ31hfGphMEVoT5IoKxG\n",
       "BX4D6vfukgh9Rs+Ukh+OIYbmkq8Y5OMZ6cOciq78CKSNoajTr/DIov23SuKBDAIzRz+LX3J6S51q\n",
       "9+pVZoVlNJQnY07AP4MIe6Mbksi5CfEKB7EP55mhnyYRR52E6T08kOqr8BYbhbQ9htIw3Pho7N9+\n",
       "4TAgrCBqhlUDw3fumuETYcK+4mRxxk6LYKQ6t/x8EFWI1/PSHE8XoAgTpgqkmEwBW8B2h5+R3cq7\n",
       "Q3aDEX+x30x06sCTmKZ9sjfA+Sibv12Hph/VMWvqGcqrhGnrdn/XEJOlutfpHATW8dUWZPmxTtnk\n",
       "UefckCmRg4RvWHlz4bQfm7Wfom1PTXYts7AQ7cm2juxZhCPtGSPKh60Xg3Mn9pQFep8UF0n6FMBo\n",
       "GgrJCWsYD3tMqJZr4/WwRqKhhbK0avvIPUcLhq3Cb91HSJ3VZAAAAypBngRFETwj/wAUe5T9bW0V\n",
       "E8F/vWrgZQAPFbna1gd2t5/78oSLiZs4rBZG9EbalQL55RAsF+aPruYiGRKMhVRQevM3AqE17xge\n",
       "B+YXPFOWIeCo7w1V8B8cHKS2KcqkBf0kBL7Wp+HOneOAAjS0zrhhN1vkmbxt8cJ4d/syrWh++KZ9\n",
       "B8NlwIr1V9eNLOflb4ifnT2qpJKZOHN5/6wgjloY+UK1QemOn2pCjKiOvhv7duMSrT1jKsM42db8\n",
       "UAr+bcDtmalhsta2247fNrz1rRdfrB+FSMcb/Amo6EMUqKnNi7wCXkHx3/wEdrdL/75T9YM7XpGG\n",
       "CYDpBB0VJ5+NVnTf5vcad+y93Wx5VWiZpJXRBDeDGBdJgSY93z0sEA+u7UMZoRndiva2vy92pPnj\n",
       "H3dn2qG7FJcXqVz3rsmqojEteIH7HmRGiZmW/CHswe8T07nBIP9Hi/54tWA6fO9/MLYRUOFoDD5X\n",
       "86Iw+3xEr7QItaubbVoJn+eSTfYonOeUlv2kyxeK9shxqvFT3q/QQi0PrwYAEw5jioMxw3tRxwkZ\n",
       "dv1QHZ4VKzfhCakoXWJs3v/E6O6i17sIof7GKA4C21aLl9BgvuiAPkB21JioJfcN5LPlPnKuWSrE\n",
       "rUVehvmH7c9+Ekyyz13qlx9etaYUFMI5yw9MfMrM/sYA3XFqsm0ZTglaGD1XL8CdnzivqcVm0+Us\n",
       "RnfBVazUnn1ovoZASM9rSeHftjUjmUPvcqOU/+sbNunK9x6XtvojLcg6de75MViB1EI2I+itMsQN\n",
       "9jmeVG42QkeezFJ3XWkgUGzQYtfmOJGx89OXPIOHTMXJjvB/bShQyGFTStpfF2lpiCtXhRXhV57z\n",
       "DBKCT0cZYdEG+YJ9TKY9dWsn1rsLOe4lBPyWIrskUP+QDvEwCLEeAUBi+MTypjsoVZfqDm+ysqYx\n",
       "7n46qUwHk7NuWLPsHKfamHg9/4hVGHxER74hoCXC0VVafI1OKLhXR5FnV9Rw+W7c0GBmk2P+grhE\n",
       "8EhJqtRJIyeT1vTX+OIgQNV2cD+QA09QGgCVzj26RXgijqYx76irL6P5RCQbY9+P6qa0nekAAAIL\n",
       "AZ4jdEf/AB/LXp3eypHS/oXUmjMe4VHwAueoJnjRnHlbDk/moBQgG+Cjvsghr+YiqHayy3EljHY5\n",
       "OGf9+rzHkLB6JspehMb3S4AEHVB9ybxDGLk5Rw54/srFep8xdakMYswuUtwQzQCP6WDT45xxofMZ\n",
       "f59pwuGICow4rtTKY7Vqwe1gcFLrnJuePlO1t/1G3e5KcHW2IXzaryPcUv9PM5kO76KJFW/pUaIj\n",
       "lTNC+/HI9Mw9dIV+YSFO4GuQGS3q62aqVEiJ4xruTLf0Hb+2cGZ1jjkfKKqcHoU3RNmSPkwShc1l\n",
       "GQNGTGWu0VDOp9wHGzD/rjPKcMUcQddluU2ZOHZtkcweKSPtzW8vrPHz2kbkKyvZCssPqGh7ITMb\n",
       "eN3O+XBVRhsp5U2EPL5AenNvyJSeUYvDVw0yOLwTGyH2siIbZzeyeOgL4CPT6CQovGozNfct8UX+\n",
       "m/iDWzxGzlJMDK/eCbaMtXISqUClyTHc4ven/ES9JPeWF8j0PAp+vlGC8e/2/kiyIE49BS3Dh1rJ\n",
       "7DYrPvyHFfIUxndwOcTHeb/zxfqYzXVJm4hGjm9w9MKCJmzzpPuRqlOBex65ozgShi7UxNozBY+e\n",
       "Ua08PyHntvqv5bWv5m4gfsVd7thIrCjXZgl+7KEqnLch8ZMEn1HSJn0Kz5fZzesVeYC/SqX0kM3l\n",
       "91ZTirk/ZSCZgQAAAbsBniVqR/8AH8bBk9ya2mM3cTH7JajZO4AWZzE9csOM1QEQW4oSEdHCAIil\n",
       "tPUJcLiV+LrH7mAHLsLTTMi+K9EfTfeZOEkllMZp3HDA3Y3oeHh86msl3DNm6mSCXBG7v9S3XYHR\n",
       "oUN11OH63YBTo9fmWP4xmqQbIb+9xMWi/+WzD6PW4iHkhdVgr0rCXJo9EIngw9Hi4/WPhkRMJvxU\n",
       "4hk3JWj2MTS4ihSZfy/BGX83zIeSHHq8o13S1hvqBp0HGL3VWA5oPeDbHZLclmvVkJiUYSty00QH\n",
       "fktG8wAaWTtHFbUezezFoB5TWrXyJOZpcNzTk0EJaouR0LTLMsRafRd+3+L7J9KUeESiXmeL97Ds\n",
       "OsPV6FFU5/1h+2r2lUtJIPcVMv6lvXhpFsZ0nkN3pWEFFknywUkx8x7UBcu0o+ra4gzA0tD2MlsF\n",
       "4ZhipFwCqdr9FUsmcKJBl0Xffp2+wAgIpeuNvcJVOXzQTNW2oBGkwoAyUTfc99QZN5lkZoLCXx64\n",
       "YxyUGzEt7ZgZd9zh0V2PSn/VxYCLoMrN0WDDPiBZVKatC1abZ9FeHBPiapUtpGMuPobexyfBfyAN\n",
       "6QAABZ9BmihJqEFomUwU8f/8hAAOdDTHMfcpAEmCVpDYt4Jm7J/MZ1MAREyTrAPd9nGMuEqAh0mq\n",
       "LzXYuJ5N1Wl2/OBAHRn/3g6uZgohAmE6i6DgP5nhQ3Nkxe6XAzcB9M3OPBK6EPFhzBw9T09StKjn\n",
       "Zgp/B27zc5/JVvD4M6JBjIIVV3TBw19nzgeOfusXbJxWEyz/nWdU/Xa0p9EmITLcNt/9M5mp2Tuh\n",
       "ZZUBxLf7Xy2+t1EacGJbnHCYBu3u0PpsuvAWeMxp7wde2vFrysBBcczBNuavSbzfBm+dGvG6+6Wk\n",
       "5TvD63QYJux6TvsrsqrMOcZGNGJNEIxaB6PCLlE1aN1UG2htiLv4ykRUCTs6jTaM5kgwH3Rh6R7z\n",
       "hWrBjQwTH+Juilf3B6j+qChaieHVkDxiU2r8fv4SlWY/nRgWcTqPORYlk8DnLoQc8XyuCAdLTMqk\n",
       "BJAutspVqukq2vfwlWTxwPgQ9kRiY5KXvgvjBVtSaj3dbYki0ddr7aP+rGm+sZwRZai0ZWo8898S\n",
       "hDBrD9XgzjlQCilod3MYdq91Psu9MR8OeGUtqw8Tg30bbP7SwoiOmQX0bi2BJGGolV3fKIV8D693\n",
       "hez4ugZjZvk9bZdD6CxmJl6CbyqCEUElr3TBD4J0+KUHdw0jXpR5a/e0uzKf/IZ6zEUgvF+ho5MB\n",
       "ihr4W37mnnkhxx+I1BOzjOaW5qIyUWFYVg1WyjzbyQ/DqIG3Z1Cm+dwraKlevz1PXCjtPsSQZ1of\n",
       "P8goRoK8Q9tIYXqmBQ/iOJQ/paXboecGVDmKnOkY2n0N9Qr0/fmc6e9vEiLfpQlbPssOprtBzjaA\n",
       "O1K+phNhevbQKlzTLm8VWg0yfFIAXyELFCPlZhTYe0zsxd2RAPqKVbyxl/w8073hAry/afu3gcZ1\n",
       "1ksKt6yUpB1PxaetFwCheeaUIbsvAnu3FkR2EY2FRKR3XGH05veRk8ddYKt9Z2dhsShelMmy7cBy\n",
       "aAyxRJY7g0eCs7POt5a1dqeMphghEIF4t5KeQchMp3cdOuanAt/hx+ZBiL3SE/CUYVclC9BuAUmb\n",
       "DvWz3fWY93Wcvj/0dWJGQkAkt29ZqqxrhbtrQaf6rQJLJfrRnzJYvTxQ2HQ7Ti8xVudZEnFC0ZGW\n",
       "OefgUEK+iipZ1yMXrGYOJ+Ax2zwr29tJoicvVuYllYQAyH8EG94DU4eAeUCtrxDGqBdLd8gOvdZR\n",
       "u0mAwjZTuEAO8io1E7Ug+TQZ20uqHonxvxZdMSGUAdJVJkqWgNGntonh3bYyFWIXkwoQ316HrBO5\n",
       "hsCocJAvJAUdgHJoAOzLA0PCyxLpMTeAaQqeKOlWLpTQ835nmoDTPdvLDqY40/HwfhN9NCephD9U\n",
       "E73gyE7aov5YRXIVNF5f+3Xiqjz2Jp4hsAulB4YDHk4qbRaj63ThNukEisAi30curY4DIz0dkTvm\n",
       "4tM5OgAfO1XaqbQioReUa4s/gQTzClWvNLYGrhsIcMeUbieoQctcqw5q83tUY21PJvxToIFeWE8r\n",
       "SD2+tnFtGLK9WqxfG77VbEBdwhkTWT7Zz1t8d8YCfJNoM15U7krv2YF4IaNNlKjWPVnzkeEqNRin\n",
       "2NnW451fTYCUupt+mRjSS2EWMdb/QeyFwzk13GBxi6OP8vmA6HsGaDvSY/VZxAT0237s9kRbKaXT\n",
       "nKOxbNjJx9NiQZgvzM3/J/Cbo8Nix4r6Z+LLfD3C01QP1ZbeMKaIVi1qoVucOttRoG8xk+SHsBnA\n",
       "BG+9+pnx8/XMJqqKHeXONaHWc+apc9RbVJQmsBsnVX6a/iJ2ysyHR4hlwf9suG7W8kcXuPzmgrTM\n",
       "R/jhulKWWKkQxJeloDqXYDVPZNdvBJukkjZp1A4siSBKqS2uiXH57c5FWNuva/PpXznGtKQLmACg\n",
       "GR6DoDrGgd5Pkb14HihkzlArFQAAAgQBnkdqR/8AH8fpTXwO3ISexg36Z67m453B8RejvP+0KenG\n",
       "FVrIAEYelVSXLfwe4xNQ8IC44zf2HDem1qYtWs0oAXinNbe9TrJ8TpgmIAMHEz8bWQ1PPFScMreD\n",
       "76sxjS4SWxmPrzGXt05UTOt7oBDfYJiGdBM2a1bPoWEPTFbGgnE2EwGVkmHcsHVVKFVuG9hCzJ4c\n",
       "G+QxlgKKxZzwjXzSFfb9/gbwMvM4zY5puKffzMWyE4oFr/qD04BNBTakbnQTv1EqMdwl7vCppEHy\n",
       "DbYHgIOBtcclL3Nsh7eIkdXWKpyBpL20hP/UmuYv0k2AiVtZDesveh2U/mapzmUztaCrH0nRn7pD\n",
       "qwcJ61CpUIOOxzMKin37ZFj+Rf5r/KiyobcyYrkvrERuyHzL4j2++QrvuYMHcc9h5x7aGdR0eIhg\n",
       "KBAbmEh1Bf8MpYOfwUYYmbzgl7YOMhmDMyTcyPORZXNV6rTsigVX9gFyk6uSJCakOxDeEP+9ZShC\n",
       "chNRfwwJ1qWCNY82TMQ9lOhajHeMW04qjRgVQauQnyy7syQ+lP9Iijx3iCo/lhnhopOPKHGfeLjd\n",
       "u+Bx2XN3mIbf/arBGNGebh/fJZN64FkIGgK/08iH90xkE2a1WwK3LT9XFWurfCdxkmuahNRxdeg6\n",
       "bb5Evn2Ak0DFnhT4hRZxOAO0AMTfAVe0RMAAAAUWQZpKSeEKUmUwUsI//eEAA53MRACU4riWaKe+\n",
       "6Pv/5smbcUo3sDG4uxZ+PfAj/hmUQF/PxqMav3CBgGhxxp8LFd1BFy9bj/bY8IP2yMPQqkdf576a\n",
       "gJZtkWC855wh9O6xrgfRMwz6J5KA+wefM44AzyYZaQr22Gz3qxhT7qLUzK/wi/QReS2P6ATnaeX1\n",
       "RiLV/xYeXJ0z2z9uGXSmAPyxG5QzzKENZ6YCY24wDQYsj4mTU8IVC8A4hairx+NHoQvKyLmbiEMo\n",
       "PlxJqld96KVAx0CZKzf0kuXe3HKvhhFDQcpVez1REsHZ1wVulu56CP4/qjT13nkTCij2lCWcDrTr\n",
       "/mdUN+VIkMN3zPdn/s/cYL6CLCxQTFwCqBLXtzc5e1AKdO2cY7/P5GGwEROxKX2PRi/1LaaayRpM\n",
       "6zPetWufI1Iq3PmLnowdofzGqE+e4MwCKgnvaryBSPIfKtPdNoKvq2/1bKIJXXu0fnpv0T1cG1fI\n",
       "hw6Y860WO3/M0GrKe0u5Rf4uUHWHL+sMiaN28+twWJku5XayrpIy8zYnFEcImAZQ6ELnf8su4uoQ\n",
       "63Sl61xI4J46+2svACN0NiyU3BhPfxujshRI2mIQdGZikpeDRjBEDMdAkIExndM0wdwi5VBsqHkt\n",
       "ZJOn3e5v8HE1aKOn8suNI4U8YN4k0OfLBpxWi22yRWOM8uJptYj+XpEWI1azc/InkL+HdiwEXbzI\n",
       "ug0VegIyvSGAPD2HLHeUnFT+xrO0WiYRj24EXabFowh+fQ89sVsJKgH4i/u1QAVRZ7ArXGV0HXBO\n",
       "QqrZUkqBBLYML5j8ZCaumENoSThiNdBDUEmipDjKRiPEwxY+hCfauPF1q/qKC8rqLlNc0O1O1zYC\n",
       "eoYTiWstefWZrpZ6nQ7dxSDJKLxRVxJ9KTGg+fQAAHC6bO8WMba9tKGK3dV3KaFvNTmFfwib/wg+\n",
       "kX/4TdH+V/f1lZ7bwL8T/aJH6KaA8tIGsrwJv8PSW2s0tv9pPf+T5HBvzcTdeU5QGEJJZjtw7eEH\n",
       "hkYrpccRvzgovDcNe1N4eG6mi1PrcXHf34zJSwOBiSItO6NGvJ7LkjOeanw2w3Fk4DJ+nG0ZALRn\n",
       "2H41KtSxVGlUqb1KATfH5mkprbGLUW0zUEoWG3UqdmDotopuFgi58SmHaY70VU52Jwv77nX58y7s\n",
       "TzymvZ3miolwjMA+IuqfRQOIKldhivr+Tvopmj7b0ulWUCtSZdkG8lgj5xxMIPTkxv+RMQv+Fw3z\n",
       "t72tnl5o+j/30AOfBjIcEEcLlieTX5seOn6jBBJmxkxHTzN2cU9iqDFZQJM2sBfdDE+BHpozH+VE\n",
       "vA4QXuDvxpOnI/rwi6QquMUoxnEjgrrVUJ30qW4PZk/HtEShPpkxZwJClfaQUSYiFuY6e3UEuIBf\n",
       "KGNiALNkjOU/z+OO4Bcu9qgNLpic9+UZYTxEXAYblmh9FFDqpeB+ARqBTy+T4QAAAwGPim7XcsM/\n",
       "E7UMxDjvmk7Qwf8gbZnOtro/oJotcaPlu0UUWsplQIUyuvg+Iqabn3urhgf86rMgvMoa8HiSxVdf\n",
       "mkP7MdVHT/aO5ddVrtKmcX1ANmRVx+FweN9ET/97RpY+Z3fs8jtd2ItP+UkWRbtxzjjD9vVerF2F\n",
       "CJUTckzZUs9P16zfbhn6PjD4tw15s7VkoqjhyhJ1aSgzSSbWvDa82xoPtKG2ufSAmiXqXy+qSHzg\n",
       "hr0VGI+h8mq7LcpIzsvatssxPH0YAAACiwGeaWpH/wAfKiBABKzHanJlCrVOOK9aVxAPwNQyT4aY\n",
       "uXQ/DvrIy7bVopycE+fO+Z/7JZBzrnWL+JU48PH1RUJQgbYIC+s0oFhnGqrAt5btl896TvAJwShE\n",
       "pljHYJD8j1TnD0pcNayzj2pt1L6eACbzzrJA5eoDbj8DkUE4oYh9kWf9iy7Tj/xTYSnti9CHsQ6a\n",
       "CLDzyzYQyPIy9wH4gPtQtC1/b/82hFlyoSxQ18UEELWP5m367i0nS8SnAlGbXjDOuv7SZr0/2i/q\n",
       "M3rY5oKSKfWzWHDyF1Te9d/Re2ohZuuh+m1m0kLOxkfsGFceUp4p6mtCA8IWLA/14hniWcyVQw9R\n",
       "cSIWZoJImQRZ45OFOrl9NU43BGyS0wgfccjLXDmOA4AWKcxl/laoPBROYB7Ipsf+Z9dyp1t4Y5kF\n",
       "KjkJAK07HQPlvA1oJrMUZcselvDEI7OgT72JG3PZ8RKtG6pVSKB64iqfeU7EY0VkcWpHepMXnruw\n",
       "plGEHOqkXhb7BozybgFxCCcUTiRVIs3QrWTjuXf0z9l0gLHHtkv6Xaxsq5oe0sajT3oGVzf8+ACU\n",
       "U1i83GufKfwyCRn4KRnnRvJD0Kv8fllFj9Bs4kDGXUg4qTmfArqzHkBDE0V+ib+34OaWluppQyDq\n",
       "8+FpL7OhTlAwAHNsyhdsunVN77bvbV2FGQuMJ1FDTzYnAjdFnVbdDlo6ZVwqCl0XSfO8yWTpEOqP\n",
       "wQzuFrEGNnT4A42t5dUlf8jDMHFvXjX+e8QwdJMRrn7oB99w1uXHUW+inhi6sKVTRt6XA6aw9907\n",
       "VntV1/qW182fnIqdMLiwVAtP5FkIv+ealLyPpOkHKgu47dq63DWcD/bjg4+cdInDawAABOBBmm5J\n",
       "4Q6JlMCP//yEAA3Q2u0ifYYC5H1y7tWEkAz9Iz79pdGfnMyt36c0w4fAUaiCq4EJgw++rD5h13Sb\n",
       "MFcorJhXFtl5vHxwCJuJJ/nmORBA/+y/14JNxnNPjBSBHcgyDl9Nn2XMbabyk7y15d+YyyNgXJ7+\n",
       "s2YpeFFRq8+V7ARe8+z+wDTYvC8nVvmCMhzdhG0KGQX3ZuixspO6FFK0k0taMCj6mIRk6aHhVrnn\n",
       "6UkE8JlLYJ2ob2MfwfJPM/Wdqu3bhiFHolGeRNL5Dn7g/viPxcR7rhi1F9KbHErXnioeFjSe1GnX\n",
       "IFSxa6yiIKXZcJgYmEgLNa11Pw9yufWtJ/3qL2b9Q8kqvlTD4MjEtaqjLjKNPqT3d7sBWF/nWN5h\n",
       "NrMfT2+///Id4BMEZro2M4BKE0oXtJdv2eOLHn8KSMC677rRQolKpZnaATAWkmjTnSZCGRSXeciG\n",
       "31IfeYHvIrVqJYNr2x9CkWeLOQ6KQFk2WAn6kxPkzkbQH8FXl058O06jJsPq8J03vp3HqFGLpJZ8\n",
       "cDkOM422jqOPbejLsSXRA7K2qUplNbWPxqJbXBac3UhKOJraRuYJuQz+bAZCrMJwajs6780DZ4Ql\n",
       "lUiknTM5s7uWRwy7BBrZFRPIQUUl4b7sGi2crINMsGfvaAVT21BuDA13wLU9OfkaFYA1maopPtf5\n",
       "3zJ6SvopVsKlvok1ybu1vY1WhbffMa6vSPzBxnmWtguZ9aRXZB6aZgOEhv8zrrOPgd/SrFjaMy/Y\n",
       "mZjtZuHs0rUJ68pud8Y1JkfquqkHzK0M+0mv8M5sUxlT0rX32Lg/eBqjAIyLjmwskfyH/HVUGR82\n",
       "a+6JzW+f36cJaYPxvqox2PgcLmcmHMXG/5suF3UKG2dTGWS1L753Lo0vj//OtUUSnZvIZg/0Ipx/\n",
       "wc/Sx6COFEYG8070pw8Cu66+RIPVdMSfomv3mmJfFeFPlyFiXDVmLwQIV2g6OmvRsc+VKsg6J5UN\n",
       "CWjoNpTSjOhm4TmeUdsVDY9kZB4cpUQc2mXEmGjm8DblIyuyLufzoP7cSNP/DobS0gxc14bD2ZN2\n",
       "gXN5EiUYqXEgSoys4lhY2O6ws1Tp6KuxvpPTkzrMGQU+IDvWPOauTzXxpqXU9p6yJ1IQ34gEX8AB\n",
       "ktl0TEiX5278mZzHBiq3N95Zc4PWfklunHrRjE+bsfCXXsw/VbRDApCxAlYlJH755tYfwaRGvwN9\n",
       "G4T84wW3Nx+EMeIyP8BM9JOjuIkk+n8yf8Yhwo7sWjj/ey20ACvzF2eUdaCH9LREDB0oRt7JcLDy\n",
       "qPG9tnNuFWRVn3+M4rTB13WzCGeai3qkaIG4rePzJJHqIfCADXwKkrxN4tzVcdcHk/jGV419emGB\n",
       "l7Fm2llQbw6C2DpJOJdq/c65PHW0XSPGtTaR4wAUooUZiFtXN21qsp/kgpMY4qBiivbSzhSmSwSS\n",
       "jarVB/fmsVpAx4NoSPaO6M3ePFUj0dedns7Cvxe+j9Te6ZicrLRnzO+jm25G8EaTnVu5HeBNGKjV\n",
       "keAspW+v3wzfloAHStBhMxcaImMuoU2QU67NzXLaFPvOLNDYOkDqbG27+4haDc11klSboaO2j8xN\n",
       "mhXsOFbFn2dctg97KnNzsPk56y7Aif4gcAH3h9A2cx22g92aqVBFX3piolti4EQAAAIaQZ6MRRU8\n",
       "I/8AE1aNlIjeKMVvjMd1Rhfx8HhP27ydSe2tcEI5WSPKMe4jg1wNyiUALqwKsRX4HjUYjIkTRm+c\n",
       "lO58z249KvQkkWQFv6gFaRp8eZ7q+Q42f1einLWgrwPRtqM0gMTRwWtUlgKJ0YLoBqD6ML15u6ZO\n",
       "QPL8Wj7jGFw/EWpRPufRWHt3Uw0mqdjcpnZjEyHTZY3kz+0eXon2FaC51bkOApN+rMuOUeVBS6eb\n",
       "nOIRf+oQi9CT3HuHJ+hsU/V4OSiphGtjF9OLCNOvAzHa7KOlfvj82okkF0eUgfdhV5rbtGPfFUzl\n",
       "AG0i4MgoDZ3PbUTGU1JNmLWf6y9pjPtn0jp4jbj8CWINjf5TY65Gjpg6V6wj+7UiDiDi4p3zUa65\n",
       "uhAn/PqzvuC/4fxuOMjP/q/fCCYXzS9HMzNLbjGxYlxRhL5p2KD4LaenOZL9RxCvEaFl+2JXAC5Z\n",
       "AYuEbgTg9QVEEbmWAAEbr7GaqdtDMbvgPjpRv7EZXLlpWpKWZdVUnly6blUeXZDnjf+h6LgYyfSy\n",
       "ZBdmNHghhvb1bAh8STK6JkH4zPC7Lc1qZeDA6RpDkCkdeOEJDgkfVZxCFQ2QQuWP7mmhouV3sgEL\n",
       "Jz5PZQSGN3Hqtt500o2J4uYsVcBdJo9JT79gR4yAklE9T1Vmg572CLUnD0RZ0LKhEtOSRoJWVna+\n",
       "SsIBKKAAi0FtdScmximkKkAGrAAAAdcBnqt0R/8AHmsWc4sCJ2Kmu7On4GZai3OmcdEu1bgAiiNC\n",
       "aOFeIQy/XffwkiZjxGh8dtS053PhxEBmRmJ/zplYFXYGjV2nHdgLDvbR1rx7GAaz5V07b936yNo6\n",
       "TjXmBfU4gBkuLL1wbONV+XRob2UQPB5EcjzbuyorRHJbJut13aeNFH23yJFa75iVPJ4xTeGFOIZh\n",
       "aaVakIeDjX1kuaornApTQAh6IIXWCugnLQffC1U7gJFvXAQu6ByWavJiYomKlXPJSf2YhdtYqGoy\n",
       "F/tgnYQdKxAYlnPbZmur1gKQPqlouwxpUriunv3hvoAD8VTWYrsbvJkzKtxO/MGkaBH3A+D6YwuJ\n",
       "R2M//BnjXXGFeCSsl4InR0fOdlV2qZeSs3P9RpuJUkJyOM8J5vSbTl98kkNEGkzNMCrpx0dhgHBW\n",
       "XNHT08JtjWmK+el8FOD0m87c1jJ4PJ1hG0sY5g4LTmFyFaSN+AFTk8Vhl+SzRL+JDAhUHXSJhXaj\n",
       "jMUz5breRJEgYgHU6eGCNmCeuT6L1nbXAb7wY1G4uLNtOecWswDmlTmV18kSywrLdzlgZ51Kqh19\n",
       "9tUlX/edXcOk8+Wd9jvA1dow5A/8nuOsSBz2K2ooQ8nmLlIcCvkAAAFnAZ6takf/AB5czsG/EU+D\n",
       "7UkI0KYTcRr5mL0Fo8/MMufP80n6QIEHBo35Cl3ZzcqfTReRlBdYxof+J/Y674X/sAxtArT03lFF\n",
       "MQ+xj11aahQCgAaS2P+40FB0zVemTZMoKMBUTowIOnf18p//cr+SGa3QMLpTt7EOCdA3Thb0ZZy2\n",
       "j+MnwTgMNt2dCOTMv2OtYWyXTOLBtT5eDcJCcHU7WkJ0XaEzmmJf+eYn7OKF29ZwjoLPwFAe6zSt\n",
       "2JtLtijENpVBRmdKOULOHCu2Ce1rD1c+6C1/brYAuX1h4v5tx5CnECk+8LI0/DoWlcPWIPGLLaIQ\n",
       "ugBmM7fDDz7fhCo+8SyPpYAAAAMAAmIjML5jmtoTJyzUlPjiNRB3nH5y9tyaD4V8NeX6jDfyfYJt\n",
       "eGfdsoaBD1H9xZ7JQ6ETZ7sAk3t6QBbWe1TovJsq95SIlH52ugzxYvfl8KbFKLyJMBKWWQwwAIhQ\n",
       "hYEAAALjQZqvSahBaJlMCP/8hAAOHGpKAAbn0D5qTd7gQ+J93/fkEAfStMDY/z0KVuSeHhr1G4+z\n",
       "wOuXeuMeZZHwEebS5v506O6Z30RJeBbRZ+i/VcLYwuZE8CWKe0nz9uiTOxB9ga6PBZPo1P0+Za9Y\n",
       "WurlzbqADPxokUcxHbNLSALej1txoa5szbGV87mp+SLqpNMaF2Snub7UEVb7/V+z6IwDQ9A9NaJx\n",
       "lsN0JZPIIm0zn0xEpEiOyKpRJA9bwb3ueziBQ8w/cO1WW5bzNrGMczQTHxLYwULGx6iW+iKWzfeH\n",
       "BUOTAQX4CGzasxMCnqn6fHtPog3H+yewx3AhFeF05FMDnETsvFJia7QYl6546Hq3zQTpehtozGhE\n",
       "XiVg4P7gmv5M5T1D7jSqRMzE8yHWM35TRsQtl1Ds9i9pVAM0CW37RehY9arHSlcg00wbfHZJDXLQ\n",
       "iijV9bwOFM5Luf0UgvppIW0o5iSgOr9XrqDygChujFVelJ0JMCM7pUUVrQYCAzXVGI3FdpvuM6xj\n",
       "WcHbJfHJTihRc0VBoEwZsSBBGLUs/d97fMDhNAA+iYy+TNBJbSjj3Mxl4lBJMdJvUd2XjGAu/Muk\n",
       "7Q/RGmo02nEPbEdeDBR0P5fMu4SjBZNiBwBoQC6EaYyWnIG3SfNq6EDSmDWXrfKCBTOuLlp1r06A\n",
       "ZrC3EVyURUJRLsj0wvDnWftcwNJB0X1vxG2rdoVMb9tsO9nu4yaMV+gPR15nvqbIljGYBwLKwJY2\n",
       "xtqQtFNMTWgimRyDMyJ6vdmjfbiu8/R5Bh0oH7ar781VJ0rwJ/H/qr7snlgqAbxa26r7UfEt9J3N\n",
       "DxbXCTTRiG1XW0jlN25xKH2nq2txRBmNGumPQLNmdwou5iXWe3QRR3A7z4+SIef72B85QXhSDN3g\n",
       "cT5CNQG/B3alidrxu+I/2fvoCYZZ3DFmaitI5/ZtEzACYv4nxR8hrBv2+MuumaJGJ8zrDrXGlWVN\n",
       "xVThwQAAAn5BmtBJ4QpSZTAj//yEAA4cOR0ABHHnb0tJmeAtkzKGCVT73uNlafQCJDJ4UGBPh/Dv\n",
       "NgXNrEPk6YrZQpI71LnJWBW8O3D9q/VNEPdhOCAWEuB6wMPuLbITE0d4TARG3d1XU7sgo5bH9OJR\n",
       "WKcuega30jHN2uIAllOsd18yY2pWMRFKGOPL3WildQgXwwHW7kqHCVWadClBo0MMjw34NtebNPjz\n",
       "lXUqvtvlBnJk37F1Cx97XCh/Umx5iS8oQZrrEvWy02Ou0ha8k0aKMoYExMYkxKlg44F5MEwSWo99\n",
       "4Zh1sd8ohRXelSf12FF5iDzacFAc2D2AoBccnWSijrklWODQIaXeKaboPEBZr1aiD30ieP1leNIu\n",
       "hQYk0jviUi5oeQ3J/4Tv2WY++JKPYViRWbLrafK1YbKqxmgXIzHpQCJhi4YiHITatNwTy+W9y9xM\n",
       "2hDGJ02LAcC1sAZErnsV//6vYb5ceDrWz0oMauW/sN+8jLWc4eBrK3QhqOjp6djNslO6oFiP0Dpu\n",
       "uA9u0y0S15lkmNdWCxlG9Odw30J2AHvRapNwJhI4DzJpv9H8nZ6JFfh0DrynBzbc2ZLqlKh+RW0R\n",
       "UVLjPpwJb605JWt/SAgIEHtZZ5aTO1UDsULsYASknM3NI0Ur7HGj9kFT0V6CSuUMuMz1NC1Ah0sJ\n",
       "cXap6oWZvHs6O2yU2m0S9AAWWz0sHvaSF31ZVV21aNT6vsPwqGAjlHC7oHgE/GP2Jsvn02dmMIfW\n",
       "+JLkrz50Yy6P8LUL/mEa8brKLrmShJOt0XCsqz3wYp86xkpJeihaKjqTASeuakdTpeGlbdDTASEV\n",
       "cvB7JRotQr3SQyZxUFWGdJTwLAAAAz5BmvJJ4Q6JlMFNEwj//eEAA596QgPABGHNvkv0eAw0BxyN\n",
       "RzRYUCmbqeOCWNx8r3+aXifhIN5Fk5JD1HKbT6B2JsyAfDp05CbK1TXd1SDRvIHqIhEO//RLFzeb\n",
       "xNYqQN9HkBq6nxyJrQUgakUIrPYa/L3SaEI30bqqAD9wHVRnvFGyAFQ9vO8nF/zp84oT28kORIE+\n",
       "L25zC1aRv5RqUSlPV71JLJCbkMKy/pycpcA9ucO2moyLPYAwdy4SGDE3jbWofHaI0Vb3ezM6dghP\n",
       "IS0vI6KlHVeLD5bLVDlyeX2l+hkKK7dfxMK5uygxtHCORhkJWb/YpWMx7HRy5R1H6pqG/0ld+bUf\n",
       "Xmf3iC8SXqCiaRoKX5lLC3Lq6j+qnz2RrcZC5zbpir57+wSDBmSrnWCm1t6UjHrj0OI8dHREU0om\n",
       "TsjaaRJaQfLp332/RByUUvIAqqyIsbwIkaiKTmkx6Qkwv0kfuP1XTGQJfMQi5fE5MMRoSHFj45iK\n",
       "zaZ0yInUKZwN4cFZmeYtNU02qPJEC6+p/GOWOv5BLkso1CmOjmvMWnYkWuf8RpqUQKcGkPIT188J\n",
       "P+Trw1wKxSih5rRDrPsf6z6mJNayNWCNqwK1NFmuSX/H5PP4cNjhHS42e9TNCOLkkGCOSme9Fiqy\n",
       "q1vmIt3nZXoWvnMY6sfihc/nWSlURZpgOvXCNBiGdAhbFo08AMdXydwT2MWGIpVPTeMcc+Ew5hyc\n",
       "nOHKR54AAhX2YFbxwPtwOkbix5O54bGAMPahB0xDqHBJI7Cpm/Yog2bBkyYJOydcayAcTu1gp3tc\n",
       "ngdCar3x9R7GFB13ICeCGMcF9Uwe/T/tH1KCvYk0eBd4NdyD22a+ZY5a4eas5XP0G10T9kSW0AJX\n",
       "eU/t0DLxSl0xuyhpnKkLabZWfRyXQJVzr6/6xte226ecBB0O2Wjzn9XgtFflzzZDTlibUUXOgH5Q\n",
       "chZwH3iARNtyDmJhTVesV8EjRbTYzJc5YJYV6oemd2PiJWVrk6eEvxomK/F8D6F4i34scG6WpDqL\n",
       "10Tdhc9z8x9RmsHtKiAWzTFJT4oI9r/U4aWnmiwt1HrRc4oZ317tYzfHQDYokVsyHs7d0So6QAAA\n",
       "AP4BnxFqR/8AHwyVDUbzSnbu22KO6iTQf+LmnIAW5aq/ZHwRuJqf2fhlKSYozFGi1+Gv0rv5RI5u\n",
       "qe+smV+gWToX24vydCKEWELPESlUA6wXgvDH1jbpF12NVmMZ7Uodb+caWipEBShMzbISx+Rt3M81\n",
       "YdzjLd9zF0KlSqR5Ln+JdJnf2pnXbcAcGh2nJNBEpThfge4eHe88xKC/UWcv4xHEpYroAVS7iUzW\n",
       "OTKo6hLEr2MNlXWuqS0tyxA1F1f1uIYKgzDbMSGW0hscc76pEjgO/F/ksXM6X/bQFlW8nOnTwNt6\n",
       "W/2GLjMD9TWmCeAua0qSnjo/xE6OYU6GkG6BxwAABO5BmxVJ4Q8mUwIV//44QADsw9QOKIeNJx6b\n",
       "N/7L9FlHbO3zj685wGwG5SRV5KU54YA9bP9IvbD62/rEAFlFLnyLvez3+3iabsEmcJzOqduKun3c\n",
       "ZFCWsD4Iz15/fSXzsUm9wWHzY3H5rbQ/sh1mBjuWPOXIPx7IShZV+O9eDcls/GhDEhyW5Y8ViQtf\n",
       "F6Y6/Q0rIpul5Ii1zw0up/6k5cDoxU4NVhdsmop3ICK5FsZCWkHt1cwrYOnYPHaXF429ZhrSETvw\n",
       "A6lczYv2CJZJlNr39OcjqI88HinoRik4aCD7R3dFPNWRTXWsx9db2yHi7gp2b9nxvwBHXCdhUtHL\n",
       "BuKTD2p14xdxttTUgSlzaVu4blfVz8rewGYmFF4PhNrszpZZPlJqgMaq2Er9WVS9gDGCxqiECOgU\n",
       "vkXfCXK2tWpwlFUt57TfbfcnONfHLqN2FDFp4scPvxtbDorH0/ql4TbL27oa45KBpqzksHZgaMOF\n",
       "22zdKhzyMhfpTxWP4mKKwFmFQ+19vaC8DG1kcTS5BwoLW/6FDzjJFdGS1t9+7Wseyo+/5ub/yZpP\n",
       "hBPdA5xa/p9L8RW+G6Xfdr1oNdMF7D3Nheh0v4hCN6A7SlGiDdq6xR9Th0LynM3RnfIzNYViC63m\n",
       "yvrVWD+Np/Ps5UeUgIuiLcUrFb3jWoUDxGvy0B1xnuypRiVyfl6a0TWMUfjbfrPBGbg7ZdjkMuZF\n",
       "hU/UxuD+kgWRuQ4shL+iufOgGuJwIOC/Cld2Q10Sqkg3Ob/XsvNVwU62x0YBPt4/ZpF8NqzCpLN6\n",
       "s99F+HnaI2FxPUPPAPHLtkOmO1IEvayXekLepY4AJYFdf/cEhgkJVH7H2t1enYJYfGnEnph+S3FB\n",
       "F8tP3y/du4J19PdB59sUGgd/7GuBJppb56UZTMD0vRe2+IBrEV5X4pBOKyC2lzA/uDrgFkzM/eU7\n",
       "0qaB/gdOItNPmdpIkpWBac3M7TYTNllOzMab7SctgAC9vvFOv36fFqxP7kJ+1lbn+Xqlfwvb25XS\n",
       "hTKoTBREQSYEfwdyn6LUmRXpLh/O5aCOpN6wSGuSmbytI9jOhTB0KuPY67eAkVrRhB50zGg5vanb\n",
       "i0WPFV4iSm0eHr9Q3wpzKK4aCZcdSRSmEsh3NcrfME3cWTXhyXnuxidxN5vWBmnZab0bpZzqpD6Y\n",
       "RISPvAVmV4O9XrBIkaWL7JO3hZmTVRtAM7zWHxW24j8w+1h+WWYrAnXBJsEQAdFqn6agVgcUaxT1\n",
       "RGscYgxj2pn1Jem7qG/TDhurP5GC9lJ0M+yPg47Nx2bNb3qxTWZQE+CNynG4zGLNtgwAdBCMTh/h\n",
       "qBJUexuVGfPZ0p/47yX79E+dr0vG8o+4/0jMJiwHg7wQ4RK/nVTRJqaAMvTy0YZ315bQssanh8rx\n",
       "ZHlh3Kk2SOKnUzxBa9ZSxUoqd6+EZKiut/DBtLJFlco6k7QyLS4QdmAG9JlS0UJhglKTRhKcKcSv\n",
       "uLomlCvzYLt37vyCask2DPYXi4u7/6bDI5iNQYtLIV2Y/HZdYzwr6eICRQ9wNmBin5rAxb1qibj6\n",
       "bvoP7mVkBhpqZwC1i8Cz0iHUIyTEOFC/5U5smXQjdCega/JanT9ab4uQaAChIW/cP/mTEN2k7FfF\n",
       "kynb6hEbfNExuK2uTpu5bcT2xUTl9vQnERvFCTap/RYCcA+vYf9/QAAAAYRBnzNFETx/AB75gQCH\n",
       "M+PHZnq9Sz8M/KWjc45T8A2g1BnaSECRfx+EnrsDpTTJpqWhib1gV3rfnIOhdhml2/E1AB5aL2rN\n",
       "aU6/1TzqrfoyrSfDaZC1ZOAryKhJ3cB0VgvW7LsYoVx/xTnk4eUyS0B59IMGKSb/RzR5QtjtN2M4\n",
       "JptkCiO2t6d5p2jRU8bug+204GGVN5xujQmiNlaginJMtQtiSagXkaZmtCt9Vtp8LWrNZeQO8wPd\n",
       "uL6iqvbcHDoMYvarBwIfR6CPAoDQlwzWipY77zPqO/1tu/F7oT/icq6OpPf/VTeroGDxZb0KeoRj\n",
       "6ckHirUeDM9+UbEUbuCXdjXVIUo9kDrZ0o1lDSZuEGedJAaaRxAOdI92U7CmmqUBxQctP+yX12Xu\n",
       "spS2Ku/m4cXi5JAfLQrNSy9PS+EWfPr1neO6gV09uVzNq1KM8SXBFtmWbbak7ac78MF3mSqFRVI8\n",
       "wHm4EAROhaU1en/zdt2soFr/jWWxhEKvcFDOBB5XiAQ8AAAA8AGfVGpH/wAe/dw9dgur37hpbtE9\n",
       "otUkoAHaH+YfWjF9v02q2KpMiT3Pa2GUoGUEyvXJLnwxVU3AyPAvZe7Rg0bq7B8+MzKv2bTGYIf1\n",
       "DnJOUjCu2Jti4EONW3HDhR7kDBEiSqpnOi1VlF1oLElSdyYfeHSI75ykBaLrDpf6CxYpbDFqRSdv\n",
       "C4EKMlC/OfOAE1PKEsU03lmvaemIxjGFdLkjyw2X7kr/xh9NvELGojTiwyHDivRirh7wfuITTjUi\n",
       "9pXvqftqyjdBhVgmRde5hvd74bJ1lJJ7rUpaCAXN3KTptDoogSHXEGsU+fR+MM+SHwAAAiZBm1ZJ\n",
       "qEFomUwIV//+OEAA6OqvfodASEU9Z7uSCvXZNalH1/7kP77ANT8paKrsECOkaSttwfjAoYCFVQKY\n",
       "ce/zfK1tFzd/HWixMK/HY62XNykInqwKEm1hU9lW5pztcmS+28Hp80Ssc1Uhkg+k2hXU4C4c0/Rc\n",
       "CvP3jP8kGFcV+JqbjTrwu/MDo7O8PS/Jr2Fne3i3Fuofq8ytx1j9R+iZmBv7VoxCTb/spcVtuxKA\n",
       "3zgke4OBa/FpO90Z95mWMxkpbWNAKtQ4ZkquFfmV3UOEIPbbi/B2gXSQC/hfwP94FgiVkCM8U9a8\n",
       "mTme1WNtApxUsYlTXysG17kyT+7XZm29JvEGnd0ailYx9F1sHj0/DCJcuQ+6k/7kzSZe7KpvKXTd\n",
       "0ybW94UKoDNXLzcPn+F3bkJDGHkTmByGYhsgjhCCkQ5SnVjSu/eeK95K4/Wn6qFJOuMQzvfRg2xD\n",
       "lPA0Wr8tcVauDJr+8dsRE0DHqIibaQNzWpM+k6XjT6BJIU4/smOsYlf0X7lP2Ppiz4YlRULIQ5vg\n",
       "Ou+aorGKUGE6/gwfpFgXHrDVJ/LQLa/PTur+kD2UMUEpYdJvyV2adzvhaLZmmGW+xYF3c62eAxKl\n",
       "e6fHMa0c/JDczJhuOXjVzlmwB7dmfp9bd6+y0FwO6m7gq0ENn6swy+cmt7HZ1vE15pme4h1pudi7\n",
       "bR3ey2pXx6FTPKv0CCEHvgB90ca3fcqyK3umnsmIlwtQAAAEdEGbeEnhClJlMFESwr/+OEAA7Uny\n",
       "mZjYgyzvxiueQBCWa11aQ1ZSRrdRJA2kbo/Wa6gdtynUl5C7hQ90bs/oP+NFgwzfdighYcIgM62B\n",
       "WjpeO6prk5A4mfzIcm7z9YwBTRjO4iRExTfOW8BIl4/2D+p4igYO2j4i5b52CLN0duBo3IRIqymA\n",
       "Hm53STsiX1xc6PB2I1PWLv7KdbX4dWmdmA95t3tZZQOGjuX34gy+4+IQkBihkGj/23pic57sjFAR\n",
       "+FdMUaDYQLIBrQ1SQKkTSMgVPIhVQ0xjJb2Wg5DL2tf+eK5DVDdnJteefaHGFvuWKM6Yc3011mL7\n",
       "x8q2jO7LRtVa7/VmSIxKQkp40wYfWQk3vXaIC8L2aXMOFyhzjOFTFxDl9vxUisjJo6YIFJIofoGE\n",
       "Zzp7VN3bL+/M6mcdl2hJwVB3abgt+8R20Cgjdwzw3zN7+m6Ezb3L4G+wL6MPektJu9i6B70sE65x\n",
       "dyIzhGJsTPtqYRZXeUc1YnnKX+y5QUMKCvJkoZsKGW9QcAzeJYB2qxz/EOjghZ/1nw2FMtwc6Mnt\n",
       "BLy/ZyOEbD/I193xuqLdDnmng7RU+whkfmgQPq4s/n4IHN/Ayn32QoRKZtsISCnRLRRsWa3APFye\n",
       "2RWMpSo9+DlOV+VD383jD+goZZ6XJVqp0PlW7tv2/sP8LItvFNt1nzDHwpZcl6SEyMkILxtffJUl\n",
       "yU7iSyPabFJssPLGsOZnt7k7J/e4O5HKViODBMi9xT5I9G7CeeN3X2hU+7uvmlBCKdn0j0iXG4p4\n",
       "0U/qp+KDymdCLn+QFONxg66PXNtXJwHdIccy4QUs+OYl8hz981bT1biIvBS3VvlFxByf7QZpQTCD\n",
       "B+A5/jIyeN55Iz5WPgLK4CD6mqiHk25ESqkV+9Emq1JUFGfM2iALOmE7hRBrpde0y7ZoH4HxqhDL\n",
       "IHUwcN6K+tYd5esc+VaHYG/QEm112L00qSR7uyG8W2R6l883jBUP4h+9/o7V5EZ63H/LEaoLJRIL\n",
       "pGB8lVZ6IMOST1Gm7RD7AwEkPWKnZhuT/YrRVdSmMNiYcuLnMspjjMawbW53EgVNqy1zbh2ZMW0w\n",
       "BNtPzkNkfOmTgf4v8kbAbm6Cd6ufAYk3bKrOl2u3o/bAT96GmYqe9XJ3ggBhZRbhnXv8PTsH+8di\n",
       "3UCPtQeWz2MD+kEMNJlxBbcuzefuYzD3fqGntRiGq8dQaurGBT3PiB2EPMLQ6MK/Iydvi/Lmd+no\n",
       "FsPOXTELGEw0bSahkdNG7ec1fyyORnDrMhJUJl7K31NzLCk3C/VlP5sy9B/5r238lkGZ4Wyah89N\n",
       "R8lCjWPt0zvgEpsWLLbJc7l1BbbsBarRA24h2NMybzzVcTltxfWpreL39NhsQ4E1cZh+LyyS6/Cw\n",
       "USaOrCDOgpG51a4wXZOhjKu6/FxrZuLt84KmFqxG+N4Dh3QH2nouEJhe7r/GH8XeV9HYxRGhCA0A\n",
       "NfRBFghOMN8yL243JjGIeTBc2e4RSDbpORWVDRkgMP25MrCHgQAAASUBn5dqR/8AHvqez/+YBa8a\n",
       "OBWK852a4T8bAI94AEgU0ZMYM7/dHNH9nP8GHrjxQbSSjP4EQMcVZ1ACBk8abXdlK8uBU5JehtR7\n",
       "xfggxF36twqM196t5Xs5kPDeftaSOJTkWOd5gE9QNMOAl6tROlzD4zfEl72mZk8GX+R/D7/2Gqes\n",
       "JFmoB1a8KHbROCJ0I9o4i4v7TOVGebmGDqauMTOfkDG/lV0tpQLHCwnvCDGuHnSliNnf58BTqTLq\n",
       "FnomiZ0q9cE4YRcZ1nsCKqzwJeZqk4AK8H+darpzxd6Kvx52xeozYLYiGcE5Erhwjtr9FnhKtgfp\n",
       "Ss2C0QpeL1DNWfqeUCH10WXCeruJdAIU5C30eABJ7Rj0PIBmXRbg1/7VuN1TzqwGXQAABExBm5tJ\n",
       "4Q6JlMCFf/44QADub7uBICQJ7RyfdJDLCTGnCQSlzYeXnmJKYgRpfSwuIgOrM5CoCwWVXbrjGbbR\n",
       "5EXlr8F3MWKVZrfsnnaFzkfO16xkWeZ0hYbbR8YhdfFqPB8LEj4rfp6rKM1ffc8EUH4/FMK+vjtD\n",
       "VZ5+RgLmlCzZV+LHd9RgWoTo0bI8zPRk4D6wHpzkArNQr9mmGAEybaKWeGhfo8YbaN25D9GUZiEt\n",
       "FUv86gBllBv8AJ039gNSJuogslbtm8dQf1yKHXfkzLyUhLZw6Ot91OC570L2ODCHB9u6Klw4jUtl\n",
       "79SQex8d4yWXlqNltjcvHB3YAxqQJhsPSmzLFzuy7bsF5bIShSaCz3zPOuVFBMHmerXPO+5X09MP\n",
       "kLBzjF4iLx3b5MGtwgvSA+t5gbQfFFcmXRbqMSCuN24YwOVZgZ/jRTGrE/Ui/fK4QDQeb+Z5bOlK\n",
       "56HTSUJuMkAhWw3Ff33u4dGrcqViIOloQxUKlJmZEwJshfKSdPDiu4CpPkUL+LkWz0EVQsWhE15D\n",
       "u3BiugYySXiyU/Wdf9cOWDwTTD3WsP2imxLueHC9TBTq0JQZBm/4ZWVh0Sn/ViFMVMR7m7bJuEzF\n",
       "2BP5hnhEF7MmtGxV/N5ar5FTCaEJ1Tt6WMYmLbUzv0khdzRMEmvsE4EZi4WvA0xBCV5wPJnLB2sI\n",
       "L3vwEeeRKTHJ69MgEHxOtNzum+niDpjWd/uaX0/Do+MWOnC4wFTnNV96HaycPHTcpTrmUiam0iVp\n",
       "snFQWkU/9LfACPdf4z4CaWfy4WejQE14b0kU1+1NREgfukJZY/MuNnEab0HdT0ZyrwrHZf6QUFYE\n",
       "cQcAw1k6dhauJ0RTrP0Ya+0wQsLFJGbKloF2CE7ln58BdOSK+ZUNgYJ3lux9O/GyPKnt3u17uHFL\n",
       "ABxxL/PzcPhBudiEneirztCuRRV986jzgZwGbkZFlSxb5WUviikyfDCcO3/ZCXgbCyieTiyc27Tg\n",
       "C5zvaqDStiUZVHCRRP83AAScdmeYdJdmv/KPrt+9jDK3ZhSafboqpTXSo+APpHm92zkkaQrVvDUF\n",
       "aSKnKqAwoljIl6Af2Gpo2oPVoXfM+ffbm/zSgPkmfOsQ9Z8RWzk7JnXVLdm2If/4avweoIzaExON\n",
       "k8GbdOegPaxkMMeG1qEVgUkGYcoZagT/Pa5TF9T+S2aP+Qd/9CHBk/jKCWGpPaV5UF75ZDA0wATV\n",
       "mOH4MTrDG2TxZGHLKACgCoZDaM0VFYyIlK4eJDdgC1vvTThBYgH7rpjltYr8Fm7p910keG9+n3/z\n",
       "9klvGIqQnKYghC209onfQKe9sxOq0sEv9MGLYyYLoGQwxpLHFbeSzDTW9p6fb13Hx2MX23jfpW8L\n",
       "fndTDO0Eh3Wq6t4xPzlHn5jo1GoVDjys5NaeUjg0wdilERHs9hQpsrVIZLCw9V8jHuKeu08usot7\n",
       "Jxcq/PFD9/dLRtW74AAAAX1Bn7lFFTx/AB76mPgN11yiN9r+k4w1JAqT3vVFCbNozfPTlsYkX0Mi\n",
       "qBdHlFu9K3MNumFdc1DU0RX+S3jNcHgotukLg236df3CudZA/uEfOW9/eQBvJ6K4Em4PNrw/Feku\n",
       "+yHwRkd5fYHQhbqzkhbmemw7a+hM1svISxWtZxusOlEbYaOLbk5PBqqRPHk/AXnyipXqTffwLtWy\n",
       "GedtmOzDQJya+VWFfOKMiKqYQfc+8bCJgWH7WoqPuW+oWO5gWo9pZbOppIyNho6lJYA8hRaXwCmR\n",
       "uar23aBBjMy+RwM40UZs3nBLyjFcuUccC0ehuz62G3PEFHic6EyqFCj41g+V9Ckgp2d9ZrVSnoky\n",
       "9rfMhu8t/2KGpCWYR98EP2gOEE/qt8n7XE1VcKTc5rYNcyoxAmxDO7J6lAbQZckZIysvS+HmqKVc\n",
       "joQI71o/tAHnksYt8JAoAETbWma7w3lUdcbk9R9tECgc23vhjP+kAuoxJeHZc1GzYxilFYUkKCEA\n",
       "AAF1AZ/aakf/AB76ns//mAWvGjgVivOdmt6IViGlRXAKeoReR3guDLd85dFgA2SCZ70PJ5swe7fI\n",
       "7d6PeGcWxGHCXCSVUHB9yO6GKuCA21rcxpT5VU1EZkCVH5eQw0eM0PtoAq1djqkOcceMjYnZ46s2\n",
       "tnlBkwAAR7GD9UkdGyDwzbZa1+1jBR3lVUifp4b0zisRLRumkGR61oSBeutZecJrN7eWAQ1S7Fwo\n",
       "9UacnBmgE7FgiaX44q741OdOej1RX0xg/ubaQaHfCgAnWCET/pKJ6jvRekQuuAEzQp5z+QZCLKWy\n",
       "5SYcfsfUuheK3FMVH0XlbQNAIEODLi1P+Ipn3A6wPMJaILJKZxdk8XNJUyd2l0a/aACKKRWsXOwQ\n",
       "X4gFh/0HeYTCnJfQgRy8bofoq6oyeGuhLq7SXsOZaxYxQMZFNRuJ3avzCAVC77ygG2sXiI1y0K60\n",
       "aUOOonRdFZW9rFKQxQmk0UYCfglFX2lE0I5ukOhH/QAKSAAABJFBm99JqEFomUwIV//+OEAA7WgU\n",
       "P6UAYfNH1hNuHa3LiSirrhdTS8Fq0D7debxy9oMb/UAHsgrkuS7epR6aLia7fTtm0Ix0Q+yqz+mO\n",
       "/OvFihyLzkj7J5ELHdwmf9UL/j3kB8enWXSkG7ZXDpP41HhPm0i/0nbe6BURbpG9WysWRftIIUGz\n",
       "GmEKd1YYU62asDJPZvLVLev7MEL1Kgb7Ph68sQIFV6nhVE9NfR1uvWZF2UWX82QSvdrZZh8mPasB\n",
       "wmMgx3ui/KzS6T8ca5nIjBbdYrSI7tABRWMHa/x+kVgFtn7B20jkRn5XRRwXk1XSpEaaMhUjRYSz\n",
       "JZYePkylyPSWRS/gyF8XbIZGbY8VMcYwI2FuVc8tEsM34KrhvLkClsZLXsvG84MLvYT6qXQQtY4s\n",
       "1tP8Trispx6lJB47eD3MlcJTFtfuSIw/0mL/08qYHW2toEZfF8G3O1enTLXxksifJ3l/L6e/4xCD\n",
       "UB685/sY1yCb1E/Po0W58TcZWeXW8qbD3LsaYhk5Wo/97fSsCYeC1ENYNbmCdo0it6h8Gz/SO3PV\n",
       "0GylgcXVJuU2PKfW0vqFuE55dtA9minUZI6bV+Lbt0f5w4NHgS3SkjQ15VYiVfuyJ6zRt192Ke0e\n",
       "InGbpNDqn31IcEhEIvpF5vJ6Z2MxaM/hZypcyiSaNscYNQb7902srYRkmVISlD0fe/EtiuKqRJ+M\n",
       "e9oac4JzNTD7KsIz+xl5AsaRQLvYqX5+ELfsQbERdO0cRFcBSkmLKqIXg9Tn6rGjzaKTPbaGBFoO\n",
       "oRTisA1feT/5HD223tTdUKHna6CH24kduyBsEQxBmph9L5oXzM5EcnEA3xT9BEnXNiOQKTEHVZ9i\n",
       "wef6KxYEtwH8Wx5k3kROfllLabLcrbnk0Zh0kMiqvC5KL/J7ikkA46Dr4hjgMjLmzFU23tArigE4\n",
       "LeLX03/0GrIcB328jPnC4rMfX8wgY0fiZ5U58Fbj+qBwRE9P4yZaopRuvZ/bdsWXm6iUAKb90IpB\n",
       "Oja1TkeErqaEmq4kXZr8RiMB6TocuXabdbXkJOo0ip+RzhqYlNs7Z4XgIzv5gQpu/mg6huPc36HD\n",
       "p+kOX1KWi3lkMXiQBTDv+4BiNpny61CazohPEt08Km9VhrzwAaGGS74Mx3zbKG0bAoe1qB48KkOp\n",
       "T0vTX7MDH+2gGRagqKQx7LObfO7jD1zsS5cFY999GN2roRN2/KqKv8ZZaRGXLC0oSe/dOA6LN56B\n",
       "JY8gPMVF72Dx43gQnqToahPrTH00ZKAffWw40P1lhi0mnTRBfI1Sg4qidDodWOQiYpTAWstBfYf/\n",
       "WqAc4r8yy4tZmc0nbfEGE2YKI73u09NlJKYP7nmC2zOuYahubtffYkl2AIe0q8ETws7tu1JF89Lf\n",
       "nF+wvaUByuXONrvuTLvwtxF7ogND0Lq5Ytkxd8bDJu/vmufCAhmFtKanQJDx/fi/oClPBDm9xAAq\n",
       "/rXbeNDwZhU07T4xWjW+VWuQzNtvdXQvT5/3OyaqD1EcgvVAmFWaPyqglgZvQ8wSHtOM+hJX5DuZ\n",
       "zIMh4FJQaX6c4QAAAmdBn/1FESwj/wATVi7Hi7BXdCvHVyWAA2gSFgMAKKIooKM0zw5jpVmh9MNo\n",
       "xvgGv2x/MoBBWDTrE1jt/PdvpLCdstaXKb8IkcVOdKyWQbONLC0wgdKKHXeb2rqaBvPleMmvEdCk\n",
       "S4x2MrRE80yYvZPWMMDAXtbyuj6v+kuI2n6vuEirxzb8bW5xhGWIyvFOtZaXN5MM6JwIknTw+4G+\n",
       "8YAyMPeGhd0Zlrp/lwjRQAnWJXBDiqMm4PHmv9FUWIot6Sq+D3VWAB7q02D1ML4IyC9cDK30YxWo\n",
       "v8PNDKDBek1/vAdtg9yeRuWIPw+fhoQ1eMqjkdFxC6sksVcgNruN1i3pqHCR/7eZe5934N8GMTKV\n",
       "1zNRmUjP66OxlGJe5MiV/4UhGvKZKKCD+oj9f+uGSg9JWol3qgdpDnuhl/I5rdOtvtsov+TtSrNG\n",
       "wKMjLIhitxXaQpx09GCOeQDCrD9Btb9QdNjm71S7fK9TLeoQTHPijgFsSu4aJWAyR6ikgJs5UdKm\n",
       "QfODg8HUh1vp+g6CELfdpgwbTFsJvXpz/VxoWzaP99Tw2C+yDmBmz/Grwd3IwIQQOZJrYVN7rAvk\n",
       "9ZkEhapoT+s08c9iCSToZLJ6EgoH3VJwEpcP4h49chm/MqM5yQsal8+HBxxlPg2Ol4EA65voewr9\n",
       "Jy9G1/Bjq2SH9QJxLNAqKjKRyNiFNLkKmTXRChbre7Go+QKLbUBSk6yc9aMoTcYpbXeeMtwZAipF\n",
       "LBhfhZkZCFG/GRKjeavCVZhAeZf5Q9yahjXyeZi6Y6jOiUIYJIYvFmIscQyVjRt6DPF9CaV1wFCU\n",
       "AlcAAAGCAZ4cdEf/AB5q+PgJl31S3U5taD4lmwVirp68nprW0D782dPaE9g22TFaWHtstNnGsoZ2\n",
       "IairKWfME3PtS7qh9loQ9lRArkzFUdYxZLPgAQ94QWqiqI2F+1J9h6D3QK5ve4LhMI9X/I54jOF8\n",
       "jWLGUfXKH5qnlt0uGQtlWIpPYxN4/eNFEZ2bUyx2TV9TSsenlO3fb/zMe28TD7xZiPMBQxiXeR0W\n",
       "b9WFS3pUAB0dTMD+INLWxYygfMxnmTljwP/RyH+xAhVnJ5cXcL2ysFZm3yBAPbodBnapN1UDJCTV\n",
       "8ZDI72xGSB/70HDnDqR/GHSBiwzhFgWpvaw0pfl/KsA9tTu8YFvDdmt+R+/0g6RMeNVOWkCwNxMm\n",
       "HdYTF7iiRs1+gfGDgQLQmhymfKa+Th2vTxxFJ+mjPvxCvwEDOlm04u4xuX46PmqmPYN9ayOOhoVx\n",
       "pE+uORPDFqtzvLWGSnbV1NZ8xNcIsTX7W/graOOncPPXX7uSQAfaRm6rUiqjWzKMkZUAAAHcAZ4e\n",
       "akf/AB5ZpbQnoWdwu3gk2DEOSM6EKrZMZLc8Wth6aEihZWgGj1qvGOMeotmpN7uBZW4CDSzp+GhG\n",
       "EGoADnC9KMOIst9+BrSh2pnl3hQacbNkn1bXmhxIyaJ8W7C17WEGVSJwYBbHkCpMxjhGnfMPwf97\n",
       "XyRm27lIrsP3rQSLeLlKbh6+pQSMDAK9EzszZk63Z/77wyLsvJDAKWBLUTlLcYEkbbCgcQxH5NZH\n",
       "S+uotgZBjieHZkNvWFcIB87GHvkIPBSTy5ZHXl1p6aytRwEGpRZKVltKYJJT7Wmi9pno/hBQfmkx\n",
       "T4KFybM/hz6frNfHrt0t6KaypWEzvFiFx1p2A9Gwmdh8CMe4dhAwRQg6HJ/eX0X9g+bt7hFEMJaR\n",
       "f9RJ/0PX/+s4Ab1Gkt9e+J3/tBeA/sLE8jv+zrqFMzqB6nsv7s2Czp8/vwCRPo7ZTmUZGWVN0iNk\n",
       "4fa1fuk/ueCHq840MTLDf/tAGwlNfARaHIqYZlKpOd8x6hoEawlSrU7AJ5GDv068tCX6M59vbgoW\n",
       "ipYpOEJDbJBBLaj7ka1Zp1rz+eahIqYSPs2hS5Fo/Rxiue8f9fFQzVDXJW2aSWpZXQiNBotWX+HZ\n",
       "+vMDqwv5uiNtV/XQF5YCErAAAAOgQZoASahBbJlMCFf//jhAAOdpQrqtm0WUqTo4+zpmjsSc3nda\n",
       "K3EBBZUYFsFt8Pt5abhA1NY8xXi+7JAABu4fs8brsml8h1unguFvezblxQ1RDnZ6LqMpqn5kTGks\n",
       "tUYVqvAJ6AWakPzxXOQ3YECGftwvW/gXIo8uMBwliD6JTDtc311yyJtucEDoh38f60H+4YFWIAmb\n",
       "8M8qplHscPlsRznkEt8SaoLRwQITjpY00dbB5XRAoXxqtCXhvnHWbFdkMTnRQoz+CU7i0lR0L0KX\n",
       "eGgI5iOnVnmQg6G6XRuJF1RctphFzAXHAsD3SL4dKkD5PHRP+vVTkFqfVhIfCbvaAEsMCugkZaiQ\n",
       "ScWCFFRcZaMsSES4QCSKl+2PfaM7Ua7SvY45Rn1ui701mFgCG38Eea1lIv4RJc9zwktPESYSsNDA\n",
       "np1p6Qn+vkd/eeStdPgVBZA3w8GceMwSZBFEeqR3X3WMtnpehNuawfkEBuwKIh2UBYdTmOoTNZJW\n",
       "pNHmGGn2ov2u7N6O9ovX5hXeqWxYxWOlOrCokBfo994rynrcnpZ5Hff8hUf7wnNnuGikRA0bdwJt\n",
       "Fl1PaK5WzSRfpiFLWA6+CTsBisqan3868zG0V8CUpCToD5axvrfjfgx/lhW/EBwAHZOvScnBgeql\n",
       "nh+/Eb4/u6bjfaNDr3CUMrrQ8tkV8NawWq/IY+fbRqKETjEDGtGyIMYDQnAeUEhO6KqngJL5gxK/\n",
       "3TKbWyLrgLwW6vDcGZ2KLdnKOzLNFNVHJXp//iXIm5L53D8s0SgETbzJCZpt1tw4ngjsHosynn33\n",
       "4SUsxPQeyuPKRd9TEVd9+szoZEGWzAyhvzSSSTWMZYj45c5Rm9wTPQppDOpK40f3YiAlTopBt2QL\n",
       "u9hSOILJhhsWWo0hquM57PX6qVCnjwfyr9fOw5sZwhpluuOvp8hzxhfFGCN0AxBAlvHplo/JxiYT\n",
       "nluhmM6YT1tOILI6DcQnBxecxzUj4I7yHfc+mN8+Jm2D5MEHhx8q5J/ZuGPGaUYtAL/uy7S9kgd9\n",
       "FGzdNOdipAeXYwcb7zR2K7emshVihe0xFDOxBm+1YortzXvbMGk36UpGbk/ct9OLn3I8XXjFZrXe\n",
       "hGNp+4GwzPUcqhUXM1KaFhmRlnxZQWIfZv12uUFSHO2j70c2MGIPLOYq0qgC+9uhhrERfmDI8WWd\n",
       "gQmTytV87/j5VMPQdm04j+BQZoYEU2gFUIqeIaucvy9uupyZXQAABU1BmiRJ4QpSZTAhP/3xAAI5\n",
       "uFoOUplyh1CsvE27U5jUKMXsNFxEbyl2K/NZ3MCs3uZ5tCCesTh4+gdF94585d7tTHhm2N1lRMfZ\n",
       "Stmv+eKmG6hkAvtbB/N48J6sdC8XsSDEpnca88B1ETCAJgU5mHF+liPQdV9QLdE4l5znobho6uOj\n",
       "MSlIau3G0sJFBTjgTD2SZBgsWKoBczAoNrZphONg4JwjpgUIxDxE1M813bDW/uZdRvXDxRRWYho/\n",
       "zFjNQqTI5axylaQqsEStzV8pfHjPpmGGpKG5D5DES9gLqZq7KZIgXZiSyMe2TKPM8ZaviJ8YfixZ\n",
       "VpOsQ7Yd4SR5SI8nG7sj+CewY64JH32ITIZEtD6n0rWxxzEReS7jJtdz1Fb9sgurMKsF0zd71Ci2\n",
       "BwMV/8CELBUsmn2Zc9Kxsxa/0yZSEpCZBFv2Rq8gFWbPWAXUEsz22AWvl1RYks6MpoMZ3U4vK5QZ\n",
       "1XTmKAXsJ0j93x6FzlVRNwqvndsosTRoTvVB/7VDyKHRwQrq7nyEv9dO92UATZYHVko25vB7dYs1\n",
       "G40kG8qHwKYT+EdFqGr7UC4vgah3Hl6NRcKGeruSlDpj9Mo0RwOBtRWqLqY0pAnH0gB7NkjcU4ym\n",
       "JBZ8iuorWII23lCLvtL9EvZES/rKr+aan2PasPA9aT4SAFgBjzsZ0dtmieHmg/S8ulW3DCtzP6/w\n",
       "U11V02zra+OBydpk+fIL2IzXsIZAzFVpjgpAGDk4YvOWWiQKQC+z8NJAfrPq50qwi6bPcSqRI3qQ\n",
       "tyldxRZOHY+Cs1wY83M98IIyw93R2d1kW7/MYnDd7sKs8XUg/DCabsP6zdg6g8kL5kKP/TqZ/tWs\n",
       "AndyG+FT5x0nxT0Rlt2r52KODFowqUJG2XUbiZF2pRykVWqFCYnhjqFmjVivJhPONukcqaoaRs+e\n",
       "sexsbK5QFVvZ5krCvQYzyv+IOdq24vPFWkFiEfZ1IvjFIgruKjr/VY3tHXTiZy7leZ4Jt+xfnvsq\n",
       "5e+vpCjGvFvTNW70RjcaV/38z8CDAg1c821dQktCsbIiCoir4LayP8um3JQeOqEzX0MP1ObIsLSx\n",
       "bRX5VIlLclb7EiRfAuTHt6jF6MF8dxa3n2ObNwso2AIMUD0N9VY3aApO9cs8mmOmbRoiX0ZhZa8j\n",
       "K+q3ZVi/UOPttIqs84Yox1XFLDDmgdZZk+hzGOVOLR/AM/91k6iXsp1HJbh7tDZvsFfuez8INxmE\n",
       "qyflmoRF7TwxJqAKs6zSVzvPL37HKcusNCro1omnh5MzG4tWxlH19+uUIxOKw//xVTu9OXU5okz6\n",
       "gofkHwRUAbYtqUFBVJVUgaKEdiR8Bq0KPiYqNdkcWyktAPnXQ6IPr90izOxwIREztAmXKicZM7vV\n",
       "uqauzsQiCaywUooE9zpyj7DekNoT0BUkzsn5jlBQGFfy+teME7wAUQ/9HoEWfE3/8o4CnF53vT5V\n",
       "dpSic/VNY0FDcnD5c+dJDZx97Fe85tz4b8EpgYqzmBqs9i7aHCmpB3F7Z4aQjBe4B6rSLoj0ySd7\n",
       "k+RWxpfd67UCLN/8IY4LCqbfA4VRIwJyQMdRBKctwlT72wTa5YiipM03Rp1FJhThBe3gD3cuGpp+\n",
       "vHgn8WMXTh9Yo8N4YS00XQ8H+w7jCToc3OcKYJL2tlYgNQ6287Z+LSgttttv1Zk3PpbL/Z98kdak\n",
       "HjqfIAzppzQNg+Atl4QgyMDllj7Y20SdR9EBTKOxy+6qY2PZru4/qkyaIhzOsZYocO0v0neqWUya\n",
       "inOQPimviZOiHIoq6qpWpRfuQu0nYySUB3W5mUiQAAACTkGeQkU0TCP/ABNWLseLYFmRXgtNYHF1\n",
       "10DpC7ViWcsBJV/aGVzczF4FUAJaiPX0ycYXkkM2Ym3LEts1K9ynCdiXawEXy+ZC/AFGxAs6QhhZ\n",
       "viIaiFDEcfOJDpXL/8/mbSsBkLSmWolf7yzZvpCAuaylLE73UeKRAQ3CMPF7vIpm2DLD5BD/ty8Q\n",
       "k4ftiW41O5/gau/F5TvONeqeUmhR0uhCH7Nf21aZWr71LC/8a5Y0CQmzIDAidHiJJad4//sMLfVu\n",
       "c7yxbfj+wWmDku+WIu+Igj9tnEUgo2CHT0lBuTB52eF+lKy4n6W2Vn/ZER7ohm9+4sGGbUFX+sgO\n",
       "4xGV6hBtBh6TIq23QoZ7xVI2zIkLTSpyH8ssRgGgsAI4x0mrhhZxdJMzFOLEgIap1viTQsdiMmeU\n",
       "nsMZGuC66Uo0DX++Lb76xUoeQ9nChRrmfp/+fenMHx/ZWzglgAz3MKVt+8JBz1O9HkmHCDKboABB\n",
       "q2VIPiYSc+bYX03jCmFzNUvKTXmu3TKVdSCMa/Wnl+whQkFfVC2yRJVTYREjHaZObO9WGxFTMhny\n",
       "tq21uCKuTU0PTGDc3v3keyDAiTMcbtJntWZ3aFaoXvey+Y2kFT+tWe5YIqQvEQhZ2m2UWjPhqNJC\n",
       "Ma4D764ZIgaXPNCaf6iUDZplxHXhZ+nTWGw9yClszK0tkW6EuDO9BZRrS+esCL246nsHjsRMhkLt\n",
       "7VkcK8s2vVBmPtWFotm0JefujC8bentMq7HFnHpfK2/UKdXUdSC48tcPbqhaKtBk6BGgaO0FAAAB\n",
       "wQGeYXRH/wAeavjnrX3knSWpLjQr3h/5LNY26u/TZe9CJOGAACXonnPabIAct2+cigNbMW79ujGz\n",
       "OsDZ86p/wDn+unRQ5+TnLEM+eVCPgg5fk+vAOe3N/st9youvcIsUp16TkOkUdPmVLb/i/RMQhsKw\n",
       "iOQhYxlmx70xUGkEZByQs8ScJg4B/DkM4FtqjxB8hg4LN/Fm2gACIH6o9dpMd41JyXzbDKZoptbs\n",
       "r0ZMe6JVf/GOcif20PUivIfexVhUgS9Kz4jTFwYJ5wD3iNSBtyhBu79TnuBCrknI58kKE4fzn/tQ\n",
       "UnR4lMhMaIl9HtX6X7YPE6iVUT+2t4n3ZvAqHaETUQg5emnzsw0nNtvrGO6FEiMGh7pohItY6tSg\n",
       "ApYFpSBqB9i3AmNTz3FA8ABoQ0uVd0QJbsF4gFcrluq/E1gRzKFEx9jcn1aCund2ITgUnXdI+7aW\n",
       "lLxWFqyNjqOqydda55QnMrWuXR6q65WmGleFM4cfbHnCRDcnlmywf4/h54uj8ZUo9V+gg6yyr1qZ\n",
       "nvST7CS+062dvCY+N93vsaGnzMTjkEIrKGwQoWVVSf3QmVU9bDydpwUf2V7C6GvC2kEfAAABdwGe\n",
       "Y2pH/wAeWaZ/Tn1HveQTS00HEJyADZkHfISgE2RSxpUkIXRkmu7q6GQx6so5LYshhQQXHUTC4Nv5\n",
       "nEWHt41asi9zMSbkBFbAclLYk3MaMKoUs2Y7kVZOHONoP3SuTP7nJ1F2qfPzudU83EA9/LL4veqc\n",
       "/XRqpw2fE6qx2CjxYtj4D+ifrXQkuprCFdNnSTHitA4QnOz97C2ZmcVJKN6Ay59yashbqoKyo4yN\n",
       "dqHr3RfWz7q1uol1x+IEESxeFLwCSxHGWW0B4EbXxMdxMGe0h9vuVV9Zn8EU1VkIXtwtETD1mxMq\n",
       "thPTMOayKQZZoP2/sGsCORaxB+ECX31n7mfNi25OdO2LgScRDJ2aqXIp9z6u3/REGWIQZAVGkBrb\n",
       "MRPqioU4gDA0aqUaB7Gdsz3yT20LPHvH1EtxucLJuSMLQkGCtMmOUPbjnmWUB4dqqh1XpluoZjB3\n",
       "aGatJUTVX4A6MwM+xZiA/M/n06oq7DHFD3zyBEQWUQAAAvJBmmVJqEFomUwIT//98QACOc9JD77d\n",
       "HE0fPZTPTVwIiihqZC8YPdcvpoYHFkIP9vFp8eRia10X0Fc5ebI8NFXE1+wwhP041sW44iZqunD+\n",
       "YgwuqpN5mQxgWhgKJbSLDzMv6y8L++acP9CxqRcVQz7VPq5tV/vuCX12i3mDzvs8kzwyI+flSbet\n",
       "ufxdeB9WfMiuTe2ZtVaqfP4kAyiARL7YDhHmnqR+NjF1f4MbFcp/3eHAhUmaX91yr6GoyMMrWYOI\n",
       "vZdUqzEr2BcVRCCZeK5uxc1eHnxwYouGMUcVquh7jqA6IiQQ25mL7YrEfLvAgV+7Y3T1ngp81a7Y\n",
       "LMY3jRNrRyomCiwL20YPamPBqqk/Hw0jIGpP4X4zmCddGGFauZlSJtf8hG0DI+AvC60nUSm6aJa5\n",
       "4R2+cVVaZAoKNQKj+yxWxS3Xj+IExRe9wCBXz4toO/6MV2t58UnbpNW8vnZI/iTcj/KbeYDd4GEu\n",
       "R1zJrkorEcQBsq8+Dz6fFqhOBk2I32DVFBBPVgN5s3pPO2c8CMFQHSoFRufCymi+FYGVRYlGwmX9\n",
       "FfMWB3CcTFuA+ATMXwUzFaTVixOufXPxfkgcvMr1Ftmsbh4gBBpu4cYQkx8wkP7xYHVgQZuYjl7R\n",
       "1sb1lxjNamq7Dhbf//vy9MV4RMjwvr04gKMjWN1A5koL3N6VnTH6QBGRsB5FqbLc5HLYASDoKinZ\n",
       "QBHN3T8yMO83pYbfNp1zWqM89PB6RUMxNgoGpgRj21xjXYyUI5LOSPBm9+IYvHEKaql4zcCYYKSv\n",
       "aY5mW36XzFM3vam+31ho7gYvmNSbnLQ50h3yE+moOQN6he74GcWP7fCpufXy6Nu2pxUExUhd9T0N\n",
       "1OLzQjoO9u3r94y7mTuSCVBwx2vp4CLqOZSS6k4qH/GtMUMB5NquXYAZK7W0YtB1jV2A7qlw1g8S\n",
       "zFq94VM8741t+0QtQLKg4EXdFhPSbe/dlAYuYbVVjf6/p5OVRQvMxwiFxVaFZvPBAAADrEGahknh\n",
       "ClJlMCE//fEAAjnPSQ++3Pxj4NLyZ5hvR86IVD2CIASBgwNzrZcJZ5kX0FdEe6PI3cP+rRVnExxr\n",
       "5NU3vRFDeVcFxVL940bcAoV6kEa8uQJ9fYThxiinWIFkaELdDL4fsUM5eIxziYVVw9kWddq2niKC\n",
       "86iCB2yweN6DF1KsmLyjoWx6vYOEVBwMS2I4CSw9Wb6JuvBrwalJ201KMGWvXlq/I7mAnr+ZNcPB\n",
       "kPY/16VPie+v3hSOGYKhGu5b0WsbbBGl3n91XX3B1mu20NKQidyXKJKl9Vx4VgmAZ+kl26mApgjg\n",
       "TU63dNbicrJ6IAEd+lkv5vQeVSrdhP2w30IWu+Baw1ixMq9LjrC8Meu8q9RUkVWCMWy/zskcB3TQ\n",
       "spSO+1RnJWamD9ul0L1FAdJAFL2jPtR8BdWb7SskedosLtTqFm+MkqnPXy8RLGFVATDSy6OzZRls\n",
       "ym7MrmdCaC+zXDLgtQqV+Ta7N1EEFti4XVUGU7xFgZLOQnrmHVarYYWP8BecZ0RJdu60V/UQshWK\n",
       "aX+RfFH4g+iE8WjRN3Xx6QoEw4UdvXaSgNhmxBoeiiVhtd/A+XmGjoRW/eX9xfE8rt4wOFb53S6d\n",
       "Gp9TdqvTSl4gSr/9M6YuoslCM2PsVXnB7WIVivtxPIKCmPorwRQD+GXm3ivCQRgBZzkkMqs2P0TL\n",
       "Evb5K8JvarNHU3Zo92mt10qtqq7m+l2POFBs7cASYJQ00663CWv0QzZJxv3S3RhCPP/6x1lG4gTR\n",
       "XeSzIlV1YJh2GHHynSBJcSy7ydXM4ql1Cchd9nSRF0CZjkEtK7fbS0WoT8vEBBF90Ug561sqGLYG\n",
       "8i6UdDnxWjyS/nOLEV5BadgjodURHyoURXXbjERp+iNV8FA7JL1MVdnluPwZdNgtdXFaN0BzPawn\n",
       "ttElFLgpl8HbDHXCY7RQPqFFNTmtltMm1XrZWtZbDErQUakNoeMBFu8gp8NyqSp+pJy6+NoNCCmP\n",
       "57vISARmHJV71Olec+Dr+WRSII6w5eL3diPa37kpGw66XPAl5jJUyyEJ1JqHEunltDlU63KtY6xF\n",
       "f2uoX3Z8Isb8KBYMNU+2e7yrBzOD8tni3mrfZgjTMmIvufDpS7tC8fUVVx8IR2rvFaVBGt4fiStq\n",
       "+1uhlr0vtPxhMZaVeO7IRjxFN+oWkP0HZX9U6O4CxDzJwoove4BrDxn1l2qwCix6cbYgz7Hd//Jv\n",
       "o4zC+t3+lpJr9lz8b3qeMzesVVcbZ5MAAAOxQZqnSeEOiZTAhX/+OEAAQZfkcdKVDPwlbUJ9TrPJ\n",
       "U0wITNYVa8WOQ8gF9rJt5xD/Hf0uXTxjoeGzcH5Aus5igEk7MlCnYTdGRIZmaFZGpLKZuxQmxnuo\n",
       "F7yWIcO2GBO+RAPIxJMkOFvnqzBKMx7ldQvXBtaYU3tDkQVgSA1IOEdl/qPIveWpP44vkiC+8Ao/\n",
       "j60vty3isajLnzUZCe/oA6p5Yq+mCCueLmmDj+WmrQ+UEHat/Gr+oeLt4dV+dmPM+fNqBN7Yifon\n",
       "na9Nc7G90yP7xfQ0OEnZad6Q8gwX0dB2viHZqi96pfDVA85b9IOAKf/UjgjU23EF8kH1TinIDlTW\n",
       "MEcdf2MtQWJpUV8TnmxUBMev+HUHEFt0dRVzkNa0IweQHRLjD21F6s4QUNVHFBt5dA/evKSVTYee\n",
       "68559YE8YqT8Ex52hHgsjJYW3PApHuYLnhw5JYsdrEH9Ygh2eRwLqNlp0Nlj/aZws3rfezC6/nvf\n",
       "pFlY/sq/nuE8jVd885A7mZZswxi94WqaaLB4EQ+rDj1O1iZJoMCCrhUEWgmyHrGzWbsjCpnVKy1w\n",
       "u4qF9KwdvuOTrePXRLEF+PetZNuEDe1e8YGF8qye3IWgB2N0mRcLQnJ1X0ite72I5AE1GW/bv0Lx\n",
       "ZMQteKvxJjztUASOwiEhtqa8M+AmpGjzrB1KCx767Modc9i1V8nwRiJc/k4ahIvmR9DcLsJQ1CmD\n",
       "ALY6FyabYQtLMPQoCr9rQ2G2RpDLIR0DeED5p7dZL20wJvO8dXbOSBkkTxRkrYtEOF8+dDn6chtd\n",
       "OVtKOELLxs5xVyqxvJFxK59PC4oZ1iYjqJeJXjz32SwpbDTUYxGsMMyn4GtrtgPq0HTxtHLpiFEf\n",
       "adYX7x/WLGd1aO8lz/9TcIO2/qxCeUdnA+nuLbGUKKoa8rfkSTK/Bp9NO9KHD9o/xCtvl1cFSTgV\n",
       "l2Td9wWWaR8YyxggmwihhdpMwxPHE2fmrY1SXUg/CnZopwWV8D98lBsdO7wVz49aaBDDNn+I7TwQ\n",
       "i6kqHJ0kVwIIoPmm6WCdiYub0C33G2xu7+mzp4bb0In5fmOMUHJHaEagzoiLAzOV1wv7X8C9eHyC\n",
       "fw+Gi7xDQTuSlg/wCeLBggZaUmSuoKJTgcP8GuUou9cTsXUGz6hvuJ6W2O3tgRbGyZkJkU8ijRQ7\n",
       "l4tIgVzDGpUSYgas06kYbeQ+Q85TRJ+PSsANX0Vd/gxzD2ZXvszF/tmQWXuU+1n3nJMgkwyZqIHD\n",
       "NaXvAAAFBUGayUnhDyZTBRE8J//98QACOcRmHUXKqbOF5DJciSloVx8+uoJsqS1ZpwypEvqEVuJl\n",
       "9SmiabdqhzRKRn0K9U0nOGEsgIvIjlQcZ3cn42amNrnxYfmrYbLWP7CSyDxyVwNYggrVu73GLggI\n",
       "+8e5N3Qn7EXgHUhA4C2QTpLsvQjf+3lLOgGC60LLq8vlyV1tKzd6C3md9DkVHBuSYP8LOv9SHPh3\n",
       "5s2YCi3cOQsKptJG70U2VT2ff63rxEQr0y4P9mPE+tVspyiqJZoGL6omkuMv7zVKtcIxC5i/W/uu\n",
       "j/0DJS0M8a5A0U4q4X6NNKm/R6B5Q+LCoU4v6PdEZLBqDgvTOadw+lchB2kinipQZ/rC5Z+9M3BN\n",
       "1hGhxYwgDToYq2lm9sFvZNgyK3c6sAAAZ67OfL6CLbUMDFkbTaw3PrtLukkW+XR5gDxpBMHZyGso\n",
       "fkCCCBdVaXeKfz3Shn9BuqyOD1er0trUZmZzSd6sg9KFpw/BQ1XfjLRhA9n9y/jR5PHvMojVenWF\n",
       "9X/MdcGk8Kojn48iiLJFUuqc7fJdZ6nV0HYLOg62x6/+LPp3vQzLNEQN0JS1oQhQsUJIsBfMYOzT\n",
       "LqzY1Vc8y0TWKQ/NIVWDrB8ZMaC231tSGFiyimZIOVYjOzNC6w/FsVFTmDIg9saRVLm7jhH1WFN1\n",
       "tE4qjx8rfoOM5aYvLzES4PssECA6EYOSGbOnfIVTYrKoRFZRxp+pSZ8g9qSnTISJ1eu/PsOkCfmq\n",
       "RLgOXojxWrTjmvCZ0q+ozXxWa9Z/gRMRKuEXIUT5VECw1shpHaY/K1KdDDbrpZ6tIHGsnYsPeuD1\n",
       "tPTEckwXJ1oZP2p7ChbKBQqDM5lNYZnLWsOS5G/4ikBWTHMBiC8mbiO4tVcjt484aF05E32kD0W8\n",
       "QOCgA0H5wlC63N6A3Y0qRFlRTYIgPmyF2M4FbwvU+FjPNEONK8PCOlkQmvYBnh+SfghqsgCTEpm/\n",
       "sgVTDA9K4yOsz5u8itYd7XVn3wRyz//85Y1PGId7a2kZ15GHYV7XjjgloVPD3R1HpaT531kAEWCg\n",
       "wApXmEDUOB2ifilxKr5DXnoKOAeStFwQwjLfHGCbEF17MpXd+WprgHRqbsvrOfEQknBk5b2SEPL2\n",
       "4ejhLR9RXfSDPdNDiED+RqGgvWdjATLc2J+bsSAys+1if8oEibt5b+kXr9mvtssrGVZtQP16M/oM\n",
       "a/YCh3XDsLw/l+EAK1w5lKwwHe/CPFthIwG7uf7vdIlWZR8DLGlWdgrGD9F07vZAXlxQ+57ciGBg\n",
       "+4kgndWQU2LErp59sQAKMarszC2MBChB3w3MPLjqgGdVAAdhNjQ5SkkUx6ZSzXdxcag2YMxe5Mtd\n",
       "jgK0vk/v2IjxTb0ZAcb6qIgBxi4sEQoMvTuq2mmc6FcPqEkEHgJ44p40y5VvJKI1ZJQH85yA7MTs\n",
       "qjmsTBs+o1h3uSte+1zH6i9mA2aVflDEzTVDJjHFndurNqSNDTnijJzsxubJiTkL4M22W/DrTSw6\n",
       "BNxazVUFnx5MQ9l2WcuMzD+hdmQ64gas++1bfHxxc/2Tv7Q1P6K4zA2VP5GfXSBxWHmHOc0ymI+t\n",
       "jFt9rEooe5rMJTCa1GoMvhSwkBlm4w1o/6A2pUSZhnhgUAA+WUJdUeyZcZSVWVrWbvML4EesMc2H\n",
       "WDcB7e0pnKQu7WOf197gOxX7oUirPFNaCcMpjFQaq9GMIaf5sVUAAAHZAZ7oakf/AB5ZprIL51bg\n",
       "dtPWZtrffai/12kM2vmPblBctMfVa0P/Yt4e058p+SgA+SgNCDhQaEpXadE4MLSbCWrJVlse919A\n",
       "zMGzgjTbhTD6E+gE5/Q1eJEnKwTQTWalgIxGH4z8bidvb2jxS0FJy8H+AEbea0z1SG9PzBHIuG5u\n",
       "p8bvmZpxIaEt9HzE6s7htMUtaNAPgA8g9WuA07mxztCQMVHkfEGiSa9XUgSEpqJ3kXjw4tuz1pzR\n",
       "Olk6GqlYc3D8+y1KAi0P3f7Lgrszx9aVeHU4L24++7BkMRC4+wC/xnuZ5GTpKyrR/A4oTpYV8J4H\n",
       "qKx9XGkMLlMrPvwnwcDvjZE9QLP3gsGRqKjAHt/LeI0aW4OmOwWO4AtrfcIZmLae/inO/96AuzxQ\n",
       "gTSzreqid8ikUGcJ+kQDrsLVGkFjjm5Av0VsZIolaNAM9ZZzLDDfLC9ix3uk2f8QjAoBzAhqCrzZ\n",
       "Wa7sQ+9gSaqGuiKg4mFQdP7t13wli3wgHFdmjyCjXErqjAwZjqjV24VcT/ncPqSTtptbuTdYmSFN\n",
       "a1phhOF/YHwDhnaYb3lTLlKYkVSHUuj5NSto33vSfwApH13FpyPuSyafEZ6XuQ20WHJmCAhFjOT4\n",
       "O6AAAAL6QZrqSeEPJlMCFf/+OEAA52lMFZUsnZzn9QCCthokfdOoMBZq9AdnBjNaw4yTEdCAJKf4\n",
       "16ZLiDpTSqUEUWImkMaJeQU9BwSv/CX+9lRs28re+XiqOjzec2A8XzTsnTIRUWIqs1K0q3OtyPOw\n",
       "uMHmQ1YasX2Ik8a1nOBJyJFBoqCzlWVydFQiR2Kh8V2AFSXskTtjsfbryJ+EAk46upzz00ha82YG\n",
       "K00JueXLBuwYcpp1qMsMIm1YVKPcpRjT9wVuvq18BA736LpV8Q4swzCueCCS8N6UDmBhTqEHgzk3\n",
       "4pumtrAmJKBFFbQ7eJ89qV877f7OPwXckLNgHTE9T3sJo9gMIcNDgEf1kFoL9cDRngOW0JRxmhVY\n",
       "7hnhEb7jVwd1lFFFzeRCysVqXMr9EW/qHK48orYSf/qD7Lg8hVrrUrmHt2XnucapmArqFLKjjKaZ\n",
       "JGm3AJSXFjhRx9c3/S1xCdY5Q5tC3x2yjbaiRfkIcdc1n4c2obR8lxIQ85bo0gyJdXZBfOMG4bvS\n",
       "ze2hJ/OBEXf25QnyyCvXrAXPgGn94Sh8S/HS240DoSyU2aG2Vu020q+vf1oTEg3x36Y9i36w9wAe\n",
       "CpVIdTV+eei4EWg+qjCJV2tT2GJsheDK82ZPrSfWwFTG4U59mT2GPbJghUxXt5vMN7tHvJ/yVMev\n",
       "UtpY+GlOC+Ej9HCWoA5CFDXDF3ey2XrjeWgpPHoJjTNKRI76+MXmawy5Piy7uKbbQ0iTch6bfQQV\n",
       "nTI9KSFdfO15COu0moVmEnCNadEkmFXWJo7HbRaFUZ7xhifV6HrM3TmXoIgYnMzgpqoQROW6Txqq\n",
       "Xh/EY5hv/OLS6ijgcV0ZfT5LF33wA/s5EC6jnNjxR8rmFmfZ5HzZ6ihh55KqyKzQN0pEW9g4Z9qB\n",
       "eSRYu/i948sLV2zdPuRrxVqnRcFtr7bNi/+NBR3lZFnLx8olcJMxIKgQfuKJ8iJSeWEutN2swlAU\n",
       "OlB/zxlkKjfsdqDqqc4fthd0MYvI1H1JlziBAAAECUGbC0nhDyZTAhX//jhAAOdpTBWVLJ2grsgE\n",
       "twyh2Zvj6IZkTqSKFgELChusQ4Bh7WyoAQOYGbRCUA6kDZoE4wTgh2VAAAKxc47MZ7MA7+d78sHf\n",
       "1dCoRVivRogp1nTPLTw6TOkUMUBwtkQBaSRearFKlLsNPo9LMT4Je4FHgoEN7fpovKMul3+UMeB3\n",
       "XYLB2aj+UEfQpJzbpJEc4z0E7RZo8yGiguqe47CUUuY421EomG31QAZ1h1TX0Aboyrwjsk/OW4OZ\n",
       "vPhYZi40QcBlGoMsNlHNL5G0OFLF815+/vOkWhu1wRz/BWh1QZ0xHiOH/8j9Wt+u/gK6GIia8PVY\n",
       "MBaycizgEp/zy227b+ETKYdFOhBMxd1d3gq8Cjt/qi539xeZn6x9One78xcJyfK+XZN9sgWzCtr9\n",
       "Vmyf4yyBblGB0D4M5O7/7ZmEhNFlyt9sPKEkI7rPez+OpN7xBE7Nrt3P8e+/IAg4vf15woa5vYZ0\n",
       "p6B/sfka5OSdRmNpdB+V4Qu3hWlspC26fn8nGr51xv3y4Ro7O9de+AtzpR8kh2g36Czvop05gVg0\n",
       "8Z7bocTOj84na+TzmI8ypo2+ogHj6n+NBYT4PgjEYoTYcErC19RFIaBi9sq0fGfXCwLEurMwcEDc\n",
       "3/niVfLs6oAQeDKgWYt9LqoG9NRQuJ6JeFdTgt0+SczCfuuXiM6KMb4g/mgn2fKqsqh82eVLAaf7\n",
       "akGIV1pZOGmIZfjnAdfJS9mwLxZVN8lFpiT/g9vE8NElhSTnivIfgjEmZ7CSOIfVPYuEBsG72BF6\n",
       "azJq9HFORgPIKOlZuEN1skA5GuhXCVF5251SCZ0KURLU1uF+09AAaU3/Nj2d87NW4upqE936UVZP\n",
       "rqxAUuL80EvMQ+Ws4d6tBmMBlV25wLYSC8cjI9gqb2AA53p3nQRJtOb0iERMwVwEI1EF3kHcwJ3I\n",
       "0fiTrix27Bt5/VqepIpPpRBCt8ofGJ2fWo3LiGwVswUcLBLeCwrgKHgmVLRomS29JEy+tUphQOE1\n",
       "MIgBcP5dofictHDFPkOs1CnldeIcC9wRl6xd/q6dXxtA3rWq25AR+cz00j8gUPqmscgKPLqHyZ80\n",
       "/C5zH1qWFGbnUG8j4npqJYBNR7U7R+/S80YxIKPCUPDxRUvleF05+MJQ9y9f4VbZ7dQHmZ65SbCl\n",
       "Z5hZ9WW3bDAETk9P2R249W3e/Ekwl9NwuH2zs0i83E5No0gaZAkOT1NP5xHcT4TkCt2a6VmVbNLw\n",
       "t3SWwM6owIkEPrtgGiA2vGKAIatxHgO3tpk/X5r2a5eVKYsfUZzAVFz+JPhpccEBFm+pCU8+/cPc\n",
       "TxetGO3WBd3Gy4hTnKxNV3zs3KoN284f0TLnAdJCC8JLDcK9BpAAAAWuQZsvSeEPJlMCE//98QAC\n",
       "ObhgtqpPZ2lpx6ALiyII6ep1EhcXhjMF5YJJcbby4mbKBktfBeWRZxcbelsinsBvRO37w3lLVlnR\n",
       "LGW3WRvfDC+d/pCOi9LPw4J3ijq1hs1dM210suWuYNaZXZ0eHXupvXE0XkqJZI8H0g/543RybSJf\n",
       "ICREwCymXuAa92LrDz2GWEqRBAGIXNRzRmUQpkHkT5L3dI8uLSj16zHWMYDi+s0gNSJvTCIBacWL\n",
       "wTbTackONiV+m0Q/dauAEdXW8GGifNSRmuj2fBrOGtbrthfElje+VsmX1Rn+D4x5+NQPzQ147SrW\n",
       "hcS8R9NauB9AbCwcpAAe7oKfamLHE7DMdyUsL4l5WRQVZ5Sd4I4QIJGAHsI852Bv/DdObKhgRrep\n",
       "xv+Ozh00jTXh49+e7cEHwx2i2SiIonLgwMd94r0uqZA5LFbQhhtB3dGofe1T4opNnDsEScL0CvgC\n",
       "yWQ27kVCZBbLlKMzbVzHOWwqfRPtcEeOG2Ay6Zu91LeFwOJ/TbACFk0IgzJ1Tlbq5nbIJWh1VMyn\n",
       "E4I33El9M6LjZv0t9eqIsEXYjZbKDZttGcEjQxLTYMn+zwD4OvPFDEVv499Prlet0uIX/YO7W4HN\n",
       "Lgoa4FU9XFeqd3iGHekd+zHnU/FIma6voyeIyrSt4QF/OcIKHmh3YDIhr/nWCZhoBn/6VwhGTK0F\n",
       "cD4qP3xZhbf58Pjrl69A3YKtPt/JdIxGH7b/rKAmH6a0CTgwumDJemxsA6ubEDljDgvJBeT5AD5m\n",
       "K/d6LmdgDWMu8fRN8OUAlWPcVDsy0BK3EjMyVcKsgLk7s0M6jCLuX/Reh+PfKQkAIDrb7qFmhgPM\n",
       "FGmz5CZA+NhxiHKQ5btj/Jb41iNNfUpEGi1e+5fQx8XOWHhuyX6ITn7FPNJ2PiHSbYxzjCeL2hfA\n",
       "btUOLeFbxnMBpYX6N6ITeBgZN7XlL9hUFe32XN/RAj6bqdgN9TViEavPvzWrjFd9xNSr6lMXwDfx\n",
       "voveu/dvuKHWrySpc+y9lY0+bz8v9PDwbe3azL3L3sUrS4vZNTPt55ADOcQnxnBwZU4mjhhqoUId\n",
       "flvgrC235aijVjK5dwq12fRYh/PuoggLTXfuVUwrCYO/+G1at2YhT1aRSKYnMBP8uERxgbUjATUC\n",
       "cnvjUKX5JYyVmfNsxkhGB77jJxj4TVpVSuM9sp4gCqQUcy/SDnuPScumiXNLtqFcFQ4hcsS+oq9T\n",
       "sEnjNJty0N4BJigv1KB6r81DMc7wDCnkBYESvX/It937JM4LvxVPGufzu64Tje5KkCipHvsKruDk\n",
       "jbC3XWXA8FeY97QMdle/Pj7Uu9gOeKFgXrSiqS173vZh4h3ZFKQ8md7ry6+lo8K5uPczF/4K+dd2\n",
       "Jjzkzgq7Yh/i8jDdsk0k9KQT+SCFwjPpxMa06Yb0XRdqBh/xQstDn2eh6a+K2iLlvdxYEfJJ5ZOa\n",
       "B3TwYdIbrH+b2BQH42iBeXcYw8iQXEZ9A9SeC8zbgn6liRrfReKtp++EkVXz4gH5S1w7BlyRELaK\n",
       "8gVMROvPPc8PY2FR85/7OXeDv132VZEcI/Da9CSsUdIWIc0LiPfvaIHcV/fkArigM18FO0gmyoY7\n",
       "aomde51Rpf8Hqs+ucavs/6SUJ1kBaJPBYnzmBE5+b6BWEEii9J0b1AzCCz9vz3JDLpfju0KRVDMf\n",
       "vTJRwZ7+NOKSAE/eyZgpLCzDXvq/Oq6jG+NCdTO0tGr50Pyucc26g2r2TWSNXf0/SaqV5hf92fxT\n",
       "lAXc5jwdKjXLX+slyPk1eNSuYBp8hX6svjSvWdryC5QzaCL+qF9k/Lja59kScCYTAfhR6ghbxrBG\n",
       "xuU23nQqXuMR4jEg4j05j1cGCEdnksrBvloF0wUL4j+8zrEbXW7GS0L6KOpfmI8UZ7KkF4aEIH2Z\n",
       "4qkWueE3o90d9aJGq0gAAAGmQZ9NRRE8I/8AE1YvV8THnAC4lk4WvJysLkC3ghfvhFZlZCosLuW9\n",
       "wBskWW0TLNlQxXOIDwC6y2RgxS/znwsX9AF4JUg2DQSrv6dCnTArNnK10gsNym+cIfKvcJF6YAq8\n",
       "yeaHZJPmtroMWSatfEXZm/N+Xx8aeABzoF3ol3s/0i0GxN8usek82IAUU8QTSi79AX55DhM2VO2C\n",
       "bevQ9+Au0XIozcCOnfkHOuxg0D1ef0+rDjqR7Cv537IPROdoXGVwSBDZNKzMXb1YOh62g6Lj5vXt\n",
       "9V02T9LCsqAVDnKpgUPbHovgSf8MDZZ+HYzMcWK3RX7Jz64OMkyXahp+RdYQvAuNfzxFdX8J+6zL\n",
       "FaIp/oqtN7fiNFw47acKZBr7WQSf9oVNmBtBGGlqEASC3yn1LeS6N8kItPny/FEKM/jGRCIDDP/r\n",
       "FSk0MoUW04sQMb6Kf318+ij90fx18S68jxNRwy49Q7YKkHFrD34F+QmKqVYugnDvTJaL8DAL5kFI\n",
       "FSlLxPYaUtspOZZC1y/028czVU1yaNmkVFMcuRVp5/yqfX58rBe0HbUAAAEZAZ9sdEf/AB5rXp4V\n",
       "JZ3/l9R81iivW3n3BfCeclRDPca7n7U0vTzbfeZOlWGS1l+cyz61IxSsH8xEopZgqFJMcv70v6CN\n",
       "q7dSXAHwzZjw+7rvVwAnqJimB1dGtRTmUInIXkdx5E9Kv+kHqJT5JkBqj0BthJENeiDF72ySgYHA\n",
       "Fs0JPeEAE4XD4Ixqzb+JuzugiFFRhtenGc2bDbMFlmnOGp5Awosq5JQe2+46550Q+FcPuKJySB1/\n",
       "TcyX5kfp6dpWrxILu3nim/VvzDSCH+/r+w0Kx5/Gl2M21VPXlPj0Cfxkz77+I9yaqRQ/59VUhWWC\n",
       "dnBY8wplRDJU2i05G64rw5rcnx4UcD8/4c2UxfY2pIAml3RUQZ9Af4EAAAFKAZ9uakf/AB5ZqcjD\n",
       "clmBAIImRY/ihE0X3ttzSTcAABJMFle1fB/cRYEnr8af7Ge4pSxrMxbw2diCeU9SP2xjTZPo6wSc\n",
       "q+jQkLMPcM5dk7SnfIkhuHI9RAH7JPZjwymQCMLoVopobulAqxCxLMQE6GSVBeYAhhI8HFd7Y2MJ\n",
       "y+0y/KvM0jcNRi/vlFwHTMOPAa2sR8vJ6IZ1R48TTp9Zd7Bv5/d17x55lWNW5F9SGosEbjLoSl7I\n",
       "gxRYnM7iZa255medYbTjPvWTbGgKIiepV8rneVpPEjhBDOTzo28M5I3EILLiRpA8ICAW5nSBaWa0\n",
       "sKi2U9nzo4IU26p0mpBzxCTklXy6LqzmDoExCsVRsEnqNPeWrl/Zxr6HT38Pgy4hXtWZ2wkPfm/m\n",
       "JNQh2zjCxw3N++ChR1+zT4exOuuv1AOY4VML5cxX0Ez5AAADhUGbckmoQWiZTAj//IQADd+3DF+q\n",
       "5HEniK0OIViO1dCzvhgLCYBJCifHofasPujEsyHrv77XnwHZOnVAaS+QmUDrJLV6cmnu8LthWrNv\n",
       "deWnelBa9Wi67ZAb2IUU+qAJF2wFkQXSssHnAwqZZan9fYNL87Z/yKyDYg508mfSbsdtB3C0BM+Z\n",
       "9rD9sfDrQBnN22NdBYpjy8vNcmSXNKr9In/cM+qXK1qmIfJ1CJJxp1eUeH/5D/Qq8I9VRTeEBQkO\n",
       "u0M3B37MxcYm9Y1ruHP7H+nrcsqm1HX1ft4lHrJr2b2Iq6XjlVDQ2+havvaTRpQ1O+14tPFZKK9L\n",
       "BvehUVYZ3Rzgpb5x//fLrmz1FlcRxxzxVMcy9wTOeLzj0DL1bgtqNNLYa8rh/xqiWv7dgL7prQ99\n",
       "3iXfBdHxfzCFSGID/3svXyBu+AeW5SjfVeD5dESQOnXA/2iH2DBCe6zCF07+9lWxv76kz5/8OGb+\n",
       "6ZfNteNvT9uC6bRsoXJ3ETbeXm8hFOVRfUgyxCdGDUfGmj3vQYHVkP7soOuxg+/4KCFPyKvvLlk4\n",
       "uRt41eEvcrXkzMTyBND5tUOv8bK22PwBj7Pon4rCy1W/Ek3LxTW6yle35Dmf7+9vh2InLM8TMsWa\n",
       "8OU1cimEIuRObCSb4399GJBkowKEqR6+GtzEovLKUUMKcDhBf8wYWIUE1fGIu+qtEmuDQE1d3xtG\n",
       "tNGhVusWc9ZVKLn8N1OkB0PQDdj8sbWqOwUlpxF/Kfd3AoSwO8MGwMjFDtlmjzN/UYNCRb8lujuz\n",
       "zdlCVwbstzFrnTpYoc1S8MTtpZbA1ICymW5i+8paPwrZ9gFPnIR4297Ez6UukzqlS2HY9usf3VXK\n",
       "3qFkol1F5mXsWoVBIzBEGxHZ41V/9U08C+SIXxxbAgGavYS0Cio2hUpU6EX+0ToZK4TTJr78he4i\n",
       "NYV+RkJFEejmHrj8XSNebWEXWTjtUP2N7wjaoTnCuuWZNMkQBxXwO6LS3fFQSTbZnTirrKmdX+tQ\n",
       "Pp2/mUsZTXmvAijYNy768x+yFBjdre3ln/ivz0dOhqCQuht11k3rTv8OHsplA8zxci5ANdZOscCq\n",
       "kzDhF4aok577PTKtj27ts+XkXTwN8JSY5R0A0iOlfqHvK3qKTrNJXziRinV5hnm4ZN2jq3B1pimI\n",
       "hRdkRljYvg1Too4aYXrLP+RZzHur6DkyPBsAAAFvQZ+QRREsfwAeXI2EUTR3RcbU7GZpagA+9LxG\n",
       "R6rdH4brhtjsTZl2iscgPNzrHLBQp7RobaanedytqXauAfN2w4fz6Seg+pkBuSpDKk2lPeRwIkGY\n",
       "y86mwbvdIUUzHmyZWJtCrOEZAHTWcR73HsSzJ0oDfIeTSWE0IDBb//yCWsBn9yto8Wju0ZR/CSrl\n",
       "NY5P5A5Oae5U3TBLjV1OQfggkVB7eqhA8qLKYfRO036KDIwS2iNu09VdpJ6aT73D74nuiqSixXBd\n",
       "frgYl/q7D+XfO/GMzw+s4ns+iZgyGrDKr0b3XdLRQmfx1Fe+TH5whrgE5x0G4GkYMbg7i3pos96C\n",
       "AgvLyorOM9GZ7fXtyXJF2wdyhB3YzCLX4KEKKGme6sBhTFhyaKeXXnoOuUnVVTsVEc5q5Lo0SDi8\n",
       "89yyILakD1qj6pteR4K2TelGMOHRX++PisuAQuNeQKtwkdth9sLOwU31QODTILPHxFaMM0nMGAAA\n",
       "AV8Bn7FqR/8AHaxvp3fh1bLiTa6ZgjlfaipIytiygVaD8nZuyfjuhajayw/WphJmHusldO0D1S//\n",
       "8QAsK/EcUYCWD0PsMeCGMf9PAifbukWis8z4JveTsg0ZO6fnysRD5QwLTLUSWFnc+EqXbvpwiWEl\n",
       "PoKoInmq2QUqdH6q0j8N+4gByHbcJgik9BHSbpyDGsQrsbLMfF3KnslQb4p7dJCEgBhYctmeQ1iG\n",
       "87hnPUR1XNIqA/AlCes0yGTy1/hsnD1C2IXgJ+xAg2NSrmcsd7kP7anwFOIqbvMAmnrNkCs1txjq\n",
       "qUgYe3Dw05JlMdlqvrwAGaBz4YPykROW/b+ec3TE2RCYx7Qsool++3v9uQsPGyY3SGfVEKTFtDBk\n",
       "3i/NAUQY8k3DE2Jgiyz5GwtDnOdRpR76x/wczwrgFgKj75nj/bGMFci9dCv3Lq/PiZTGx2lq7zSu\n",
       "UCytxUKYuIF8v7sAAAIIQZuzSahBbJlMCP/8hAANeF+JCynv/AOn05GZyBdq7qYuTn0HOX46sbGv\n",
       "JzKK3F5Ig4uoFruOcs30VjSsMqVThhglnSE1dtqn+gkNat0+MvYg/l9Q2ALWy3HbOWfnDExLgRMy\n",
       "sAv10dT55vCScD854hOS401sUiN1nm/6aCJ5XdNh7UV4XSoyOO82b+NucEZVpFOB3plqmIi9zWNM\n",
       "a7mX1mtGftEC3mYJQfLye00pCNs0ZoNIcUIijwtXj9yvI8FWLR3C+Ore6zANl6pbHgCeMRe8WkOd\n",
       "jAQqe810EZX58+RIVd6cYpcFgDnMILFuWd9w/PAj0z0s6nvpKN/hIIP+nlfMADaspAQFkprv2/Lw\n",
       "IUNwgSdcJabQEjFkdoSJOIxAPx23bKMVDHnITMsp9BOGSD9SZq1RKbfo7n3tHplPhcjG+T//PRSr\n",
       "+NudZO0usE7TOYiOMyPHmFpW+kkFnPU2Ii3T+20mgrobEupOl18T45zxVZUBJSHOXb+X5LRTXkdf\n",
       "q9FDYs81oo+Y/Tl6H2N/i5XWwsyCLy0EQ6OcCQMRBBZiKHD+ZVt34QTFzyB+L1CZZ/GXcsPXbctd\n",
       "yiGMan8gQHL1cBQSyy0R0at+YJrcSwG/PYAe5E/q9aHfhqJMJoZCKq5S5AztGmjlRd5c2gNxkpVy\n",
       "EmkhKyu5RIqKH8aDzxsPsHu1fDvhsAAAAnFBm9RJ4QpSZTAj//yEAA14X4kLH+/7MEJaAWVoEww4\n",
       "CN3Md9nxi/qmUAkM5NRb2DveIaMq7pDqFtRTDDdUcIlINarg+wzpfgz92fofHFikpl+QZEgPseih\n",
       "qpxdMr/09pKjtM0c3nqqCXdShOUkzGTan7j4wMzO2yNy+x7AbvBjHYM8fYZfLYjZpjVTerIlCbND\n",
       "vh+A7iTF8qCNnn8UN/ZLcx6tu7fzH3e/NysUsjgn/AABN82NZWaEmBUiP7CeBSQC9H7ktyZ9SCAi\n",
       "btVNT+RULnV6bt1y1ix0/auGK8wcUoV9KN1N/gUaZLlULO5vYrGjdedyqqj7xR/yrBjRC8VW/G2p\n",
       "reDH1MWaEChPghurZCEf3gpwbaKmDHml5X5ID3R8bMK99PMrCvPSX8PGk9mLQyaJe6/cR/Larq0x\n",
       "OddOa/pL3QO/R4dAnOk63eQCYNhpF1sEzYP4s3COfseWPlR7PvhJ1zgh439M2s7l3SwS5s4+9auk\n",
       "oFDM90URJYY7P2vFgwnXleQqTU6BGxZZUk2InSp2lHN/JMhgLDviBs9YKJKoqcUbY3OTPv6Luk0S\n",
       "EbohPVWsR+IGnHkhJT+bb6MJ3vRTNnRW0bgdXHNKijkHWybt1tmv6ExHcmU7y360eVYGAf1SB7Rw\n",
       "amrag/hocFU1iFo61+tRdryG4SKS9kubjxLvqcOKIp+EmzKxCA3yHttzUEJnRmCl6PgBec3x0aWT\n",
       "1LD35l41dub2Zi19yaVE6Q/1unk2AGQea0nsYSh449jQ0y9SxZ01DiOltm2bF+xzN9dKl91QGlII\n",
       "/g18IQi65KnA7+14ZdbwQPgwRLN98/HwAAACa0Gb9UnhDomUwI///IQADXhfiQsZ3GI9k0DLR0NB\n",
       "nhSAsVYu9MQ2jjeoOAbP4DtXnW0F9b4lCmy4r0AQqVzmsLtDJDNM6U5YDk+4yO2ak3nAkgWeLRIW\n",
       "R0xfSzDIdht1Kx78lM5YEATwGqyJK//LHnOsGdBonSJ5WSXz9airsKGDijYP93bDYpSRqi0lF43E\n",
       "0/fG9YxuOI4otcZwPzukH/T1j12yk5GXw6uEjVC+cGrrOYVVPJIgAZfk7bvSEHZw0RlR6SIX0Gag\n",
       "5GtmHBvyJmfcv8vIhPlZI6/8tlhck9KVRVJTvO8Bgrtly5RnxVaC+e12kfkCw06LuBeTdNBslPgn\n",
       "Al1QHJ43fJ4OKlaKzNlo6CdxiTeHgYP6wEua6vggLEj+KNWjrptvx4O0APiRElXcweb/l5L0R1qY\n",
       "P0xKz3/dubfhlHjUXUIhyO5fRe5kEq4BALJGGNhPPKaNBqXcogyiiJBkVTUiBUGABtfv51Z5ntcL\n",
       "Co2ALA34K9e7BWYqHLfBt5UPEdHiIv8+TjJGILpOqPIeTY/lrfOsXZ3fZdz0nnQv6WEVTCPfLN0f\n",
       "gqC922/9x3WMKY9/u3+d9Tvs6h0jhbyy6iDqQZbg7Zwa0D37mA/A5rCpDmUGG1m5lMozXEALrJgp\n",
       "1QTksLhUZgFT5HRw19G+JxW4rySzrfbUb/HqHyjl3pDPZngwMDXyUvCJ/k0x+ArPcol+HGsIRyrg\n",
       "ulHDBGmM4MyZ1UrUGjTOASpNQsgD7DDvsWO75HNbZUHWQEhML5IOPeJSXdQ3cOCwAKPFx9nMXOlh\n",
       "BVVnVAbiIyZG9HHLp3jJQ1ChR1kAAAMbQZoWSeEPJlMCP//8hAAD3+VzJ20hRqOI2Q41wwpZOnUa\n",
       "DmAyaflpavdqiz6MNzt7b28pZ2AEVVxpdBMDPqexVT340+zbutmT1Ni+msx/PKg2s58wCRUB1Qvf\n",
       "0nSz+hZsjxz0R5QtVx5NNI7KqdE6jQMtzhj7vNPQkdY7y9SFOY35j0VgVqf3bcfD9tmu1uHqmAnA\n",
       "Ejm1n1iOTLcBEe8jmXNUYsadY0mEg6LxqC5eVX88KbS4KzygPT4SoNArJupVtEfnFkbCaR19F3ci\n",
       "RWmn32tjYf3ZdlQy1T0H3ilUWq3A/qMq+1uWer0axtOO5+3EY7J4glPzc3MVbgatWvYHhSWWyhDz\n",
       "DEG1l0oKpUW/Ail0KQTeycANeQ5uzGgV8GR78eNsYt7BIk6/u43+jbqD0l5097TSDHvWhnNKANta\n",
       "lNuuyaL3e/z14cgZZtvQHcUo3o3x34ihFsB9XN1eWe5fsGzyv0RXHsCmLL2g82P6VfRnsI/nGXjn\n",
       "/iTFIR8lIuULAEBFaikwDdOtW1R04fbB3gsV6ERNJpQxhCzS4JRo4rSpSqmCV6aaLcDUoUhC8Hfv\n",
       "QNpg9v4CMgEfEaQ6v9J1Bftol8/fS6HXNa7W1oeKngiJJZtK90BD5cA4oNIXgS+CZvWx8tMtSHyq\n",
       "URbE7aw/T1getLGmYesom81E25UXj5JpZviKriYxSE9iPu2CU5B8umWAOJ8ybnXfBIpSQcbSaENT\n",
       "TUvT40GfgpRBU6savyJ4ctUoR56rBPO9L1Cro4LbY8tmc4+cggpVUZw0kZaNEW3EaMoPFI3v0caw\n",
       "cf+ZGHFt48EJZ6y2qguaCBL0C9V7KwnURD8nP6WQbVqX4tGuDP6ZKeMCgimKJj/xNPe4s9qCbw1S\n",
       "fZPgy7ZN4UDvCQf8Fg6VuroVSDTRUiiEquYIpjLqJi4IwzsULq0+sniKjZRFkL/b1c5k5KfXZ89E\n",
       "JN9fDYj3V+uay/SUr7hpxzrRTDDYrWCVtA3OIjQtWhJyYGESBo0lbl62ZeC5AZz71BaK/RszR7ZP\n",
       "LHLvkDUtT6nkMioUCNe055QuIgN6AAAC10GaN0nhDyZTAj///IQADXhfiQsZ3GCgPz80gFB/o5zl\n",
       "p2ACmN7QATahhH66hTVXFCEgSZX76w8KHROlfePeX6mC4ZdTz/RxsSM3hM4atWgzXK7ypzUcOsB4\n",
       "a3vklaMBLYq07KUK53V1tBZJ4XiobCzttToNZlJAnG3K0KfssoJTqAi3lPqikfZjXBRprVNbW/uN\n",
       "GyL9d3Nv/lrC0U40wbdugM+3RJCzg+8uotLB17+m2B+3CT6a58tgQZC/L89uknsAacd5IvNVKlxW\n",
       "n8/vnu2A+7DmHNRlb0q3JISdQVoj+FeXZ3wGCiUs9/gJYnDXRcBti60AyuZ+8BfFVIzy82JWUjHA\n",
       "DAiiZVwBFGwG9sBB3kmAMpebbvgfGPYfg7KEfPpcW+KaWgXEHKjqqazc8Qv8tIil4gK4sUG9gR68\n",
       "duzb9vhnbKovuvsJ9fAYIn7ecxwnIAvW6BaDZANLekCdq0CbLthU5CvfKQTBbL0jZZHUl1fXEgcf\n",
       "w8I48hY1ZrgWsdwhVCK9/TzEt0lWt/lZso11G8vVZ3Mkz/8NSKJP2v8w9vEfID6sMdO6ed7PEQWD\n",
       "4oon8aKWTYm31DT3Dix81lJo71ksYbDzKJ2gGq8WWcOeP1CLbn/OVFFSNkNwIrhLlEfXmaKdRsTU\n",
       "99/f0aCxzzfjXQbqe9Htu/lW1iwLHMLK7tr7WzTvDEfevDgpl1aTey8c4Jsitsf8NiBgGlJELtgo\n",
       "hXTewZQdQDOQsNbv4J+jYh9jc6b6HzP3KYXNL7RyPY2Qz1BSEhEkIJjvJxsgAoc7WazLgQ6Pfr6e\n",
       "MsoyNV9Id2VbxUF4U09gDJE7TXFQB8fTsx2ClUCZU9t/ANbsUg1Eigvv1+I2Kk61FlxX6zIBCXF2\n",
       "9KlaEXf2zVHmdSRXUOTMlT4tPZKAFMbQFpPrqZDvr15eufcFvS/MEbWeXA/z0UEaTgdychsj/zKf\n",
       "b2838/P3uvmntXUAAAM7QZpYSeEPJlMCEf/94QADcjwSmgZawFYyaTLugp2IKeZN7j3d/KyJzjGS\n",
       "7r9hCBBTblLxYkoQDzBvkkl6cLnpc/a2zrBUD4T/CURE5La18wILyI2QOW+yLd7C5VoJ3VV+SPGn\n",
       "TndY3RexKfmjNEu6H6T4ZXkN0xwTuFEnTPCGILtHILFrRCjUR7vp8302b4DrSmTiupIY4dCEq0cP\n",
       "U2HDtrR+zSizByES/8cncLznB5DvACJY2QGtVY5m5MCsGLEAWxwPOdRT1YPUSS9VZOf2d00DEDyC\n",
       "a+qnNg10ROPs0zcoLOM6WN9U/+ymLHe1AUfLLeeHYoFpoUWhr+4KoJSNI00qpD8Giq8d6s2MH5ZW\n",
       "eIZAMzQHETTG/C0NHUMd7Sq9Ljo/OgsgFqPHzwjZIYSBKO9KIdmyuzbzj0EyreqvbFHxgVs2Dafm\n",
       "BFAgZ71Ap2CguWWYdLbj9CjoRp5CxnK4OpJpEMLZQBVQFLnNear+FS3dxuRT0IzIBR2JeN6iVr/W\n",
       "GzlQ9IDZ5273PDP+zslpoqHhtJdgwHirzOEkU2zCnA8nXtcZ7859txi5Q1WhWq1AX65RDg0E6ceU\n",
       "zHPJnsTlvDdJ9EZUseSewWSmiA4bbvZ0erzOKRMloMEXmubA7/OCXqrkRciW42hFBqmf5L+LC2Bc\n",
       "IAHSLN+4X8M57dgQWSE3lIMUxdIp8I6IEo4V+4ElCG8r7V3kN5OqyERaz/SvycC7GNV5e4A1o95N\n",
       "6xt0naruVMu7GSYuzUh9QAb6LptkD0/AZQHcBYedNa0abkVfSjAfnC174IdjEs3UyH0ASIs9xvxB\n",
       "gSyL6Lxga+7hTItpQrl/1+zyoUib40eAlIVnWIVLckWYppxXzYmExB0VqldFRynNmCrern4XbVNj\n",
       "pvDb2oplQv5Zh6uPhNEoGGoujax0NeyNWvdOxrtPZR6bYPNBlBps5Tx5Auy+AaVochmNIQ+VqaUK\n",
       "v/0B4OcZ1RSywcEkuGy5PGaja9ODEZUWZKktF3TJBB2o246gG+3gGILyu+NZZUy6Yt5+qdscvQQ/\n",
       "cVWbgWSfT7qRM054BFQT3Nf66ubpe8J2wA7vjX+C+3AhcQ1/rtvOga5PXysAAATnQZp8SeEPJlMC\n",
       "P//8hAANd8qobifSQHdoEp2gl/7Rp4xJV2QfRwpytKjuAG8N9kWggKYH9i1Ljo26Who/ZFCBgRJ2\n",
       "qZSIwvaqpmsCaLoPQIobBqHTLPJO+DV6Cavy60cSlg19KyRfVCeN4oMbFJ1+CJNKkwADluB1tv/t\n",
       "Cbyw9URvpU3VRHpNrX5AVfmJQWZUowUtBYZFgRPYpBdYwi3VbDMMtmXIJ4FI3YdMz6qdyKKvs82K\n",
       "fIctjrUNDBRWtFdW6dCbJRj5WQxUMvJ2lQumOC88E1ZkDII3Mae3Zv3llsJhiYmV7ca6UOA4atUW\n",
       "I2tSWCfvja5lim9qPMDoilIEQnC87uz4K3td38lV4LP0DPymfZ+8b7PPOFFUY4vxobx/XzNW9vCl\n",
       "eomQ2xKmDVJgl+urz/PzVAD2tmzszUzh0Li1aw39XrX31Td6Eqysp7d/nJOggaX++oe+/dwEuARh\n",
       "FM634xLsrSao+10Fspm5CyZZw78oeqW0sH/3lI9TtFy0jae/LQVajIjHJV1IPwnPmOHn2aDb2Nec\n",
       "oIhDWN2bESUcRSB6NSuuWx5iYTaz+hpnwvNBoSanTSBAdHcjn/aqUYAonMjCtD1GiBWNlrXdCLZW\n",
       "BChMzf/RT7qA1mPknXqC56AcmWVziUhrIksLBcU7RuOExoZ/yF3NxxxfBDNzA0lOGwfPNELjcF5C\n",
       "22jkEtvRH/DLT5kklEPUWau62fYSp2MQrlt3839mobd8Q1VIrAxzpDNIZ6Oyhl4TlgEkOJGrFdqp\n",
       "32w4PZ5lF9HH4z6iOLKcLvGRD3Kl+Vh4L3Uvo6glDtsG+cV9K9y71Mlh/tvoJib+6y6kqvhZ/44x\n",
       "p46MfFubReoV9LKRVp+3tXrFmJh9QBzmblru1IHmqCR0L7gv8M520IrEhemcNnnfZPK9bLYSb+1m\n",
       "YrwE8d/GMNrZHOy9omw1cYKOPO8G30+fCGD0s0sp9AZy0SBHmuQ6kfnCTYCBLUBGaXfmsbJ7OyIw\n",
       "YiMgPv9g1tGM4hKL6qkCD6YNa1Uee6mxgzyAjJ7CaexRzcw7mHC3LYO7eM6bbnzG7JH0Fp6HJm6z\n",
       "nLwdw4u4zxoUGKUEd0nCkXK3M/bZ2MARr1L6yBJn3sPgntFu038w7wFUe0yNSonpZqaxDqGo5vwa\n",
       "sshmX6k24vfDNqnAjjlxb5CfjFj+pkKRY7mpPgaEN0aY1+Br1RwSq2hteCjqPwSyxGWgBBtvxL4g\n",
       "gxCZ0X8tI9WPV4p+OFMbSi77+M9GykyVEcpYzFiQIWN1957CegxBRbWqg5sb/+uidihPfV6kQrl2\n",
       "qBmtAyYmtb/yZXvL9ezleniOgjvo/1OEup+ltar3XE6pppCLlxqM3sl5THkGfYckcdpemVDcpH30\n",
       "WHVYnCkvAVD/0xYnt8SWThgAYCx+hcyrp1vu4iULFSQoyLcHzJE90e9KTmEcJ5Acm3v3+SsYNlB8\n",
       "3MIxCPW91ZfSB9KMlg1SAehqjlnTCOL6Pm5WQdz6vjhYgaK3PPWIa6/4xoIG3psXVcZ+9VaSg9cP\n",
       "lDrGHAkdWGDyaGKmPIHb8okDIhDikE/A52CvlagTYfUYlYF1s147p2HSCCQRZVj5JSoKEVFRSapZ\n",
       "NTShPYym96Vcskxmyw8lBJav51INL9XVX9Fj238Xj1FPSFE+33IcqUy+7d8sWCwXcAAAAb1BnppF\n",
       "ETwj/wAS1i6tyNyKzDsWUSfihzx6zj8ZoCBptMzIAmUX/xrus3iklE1rKKoaOzJ56LoyyrqCgJW9\n",
       "B2ehrNMi+Ncs2rUgAA7IDZrAStlTe8pJpjUgVLaGc5YFft+30UCjS3EstVLT43otunWCAr8RbNw1\n",
       "7pweauRwJGrPtrU9TW0dprNsvXJ/5AFYjdO5o8oT+AZZWuEU1T6KAflmCKWGvOnpUSyAUoN+bXn3\n",
       "WyOwiyfx9/LuwwFsO+xu4NKjevwqVIWtQBZJdWh3YrjoWmiWuHf3xdTwX5wQp8eCRM1DBvrx0+1O\n",
       "VxQOKjdd0lo2R3EtT5gLlF/CDyYdnbtXG0OuXxrpjnjYqiRhNZKkywMtEAxJPiJK6SYmJo1AW393\n",
       "EXKVQhb7CkWxEBkzATlYkrJWN0H5pVAFB02ouOvXdP64BQjG0TguWzrnjZVBQkQJUNt5GqnqnQJl\n",
       "TvZfbij7yLkzfLwHC/u6sd0ctNEB/m0U/97eC5QonRd6GSdIO/dq3sBJkS62BKCR/71BhRhPc71C\n",
       "vUDQyId9+SgC79SODGOkJWXljrN+IZyLaP6dI80zvnRi/Z0vVuPtFQfNAAABXQGeuXRH/wAdqH2s\n",
       "dZjKeiIKQ8B5MtEi7O4AACQtB7QkTkqEjJ2+28P9aniEzGJZfcINQSeMRWpnMy31lAM7YA5Z8tdN\n",
       "CaxOYuG4md0H+2gA9pLPGF+Kkj494v8Z8WvzmWtLealpQQtniAASkBwVlio5NI/y8TFknVAZTXdh\n",
       "X+CFrO48cEnoYZB9AmgpOvMlF3dovLK9lIfBqwvcmiSQ2jfClqugEDe6gjlrsZ1+pZ7c/gpwZsuv\n",
       "EjdUwcwQbcG+XyaVIf/G/B1jMzmSzT3BSNQuy5Jha7yPjOfh32ZwlS/XbR40icrPYcFRTkQbqHRu\n",
       "0r8zhqKcIdN8Q5CoKz3vYPjrG4TsOjgFWYTVLF/yZPheNPaIsM+eoeZkSM0p8wPdwLTuTnZlZM9B\n",
       "B0yot+4s8s5RFPRdtztokjJHn7utkPQtps+2kspslHmSiuLWW7sDeXUHY+hRh1cOIYuwH+AAAAGq\n",
       "AZ67akf/AB2ppn9VCZEIWwAGeVoc94LmKRyw68xCWkfIl3OK3wTfIHCgnMz0WIHYnOu7puFcC/vo\n",
       "96fo4E1TuhZ4GsnmYlopXkN4JJzM6DPnPLCoaGP5mVjfAsf6KX4BvHhyPKPN8PUyU9dnuYdM8KHV\n",
       "BGg7JsYqnOeVjpAmqoUvo6TKVg/EvRHgTjBpxGOhbX5605GrEFYuKIZG9CxqqJZgE81M7GvHYSyY\n",
       "6E/4YeunHou8mTDH349JoJKsfMOihCdrAkgkKbur/P6CRoVHu17+jJIkueFMSFaxGQ7pQpYf0EY0\n",
       "sOSQYODY0q9IG1uSXAXQd5zMPWxqfkuuA5Yupkb/T8+hT6nSWbNKc2W/B1UvNWtaRm8prCc0sJr8\n",
       "R1RgLiTApK4sAO3Dvz8wNIm0TsWRfNbpOd7dMYIikMIpEjWaKvIQFh+vKmos672C8jRBWh8069DM\n",
       "SknGzy03490kZJD1mwo+V7aGy8Qalzih0ejNF+ndfamG65WQ9+g/YOPQm2G1v/tWt/dgcJEq/Ld8\n",
       "tpCIwb7kYw583yWx3TFcqrE3mBqPJCGQwNCBAAAEL0GavkmoQWiZTBTwn/3xAAIpz2LgPbKHfTaM\n",
       "AV+LM9oBWD9QCJqFSRMdwvNljzy/f6z1fYxACUjo3+Oq4z9dncFpGQndOc5wldqw/57vCkmb3H69\n",
       "F3XD2w2dEy+VqotZ13G6AK9+qxB+dgWwiow0zCQm55G5U6TmzKRsqJuXwHpBIrUWo3Ig9duqjJnw\n",
       "tPTLiruW+O+UiQuS3uqffnfnh5eQSECLxxYsjJAU7TyD3lRwoSxY/luIuyjcboMwWx4YeXG5hEe8\n",
       "b11E+lPq+ZgJ44qveKP7yIEE/dsh5K+Jfa2vZ2vo3K0QgbYR+uDpp7GT0OCWdeY/Wu8qbdwLu1qU\n",
       "J9rx9t6c2TrmXBIxJgYJdaNZvaLVB8gO6E787UviJ7/GHFkeEUnH6YJtTuHhOROlYCxJJVhJBJT3\n",
       "tcDlMedwJfRPx5JbhKvn65zlOkSOrOKUf42kx/8MCWAQ7Y2yeI0e0Iibt1dpnG0r1vxoexAj55mk\n",
       "dDltP4hEJH/aCOGHL++MWTE1x/IjzFUcue6MDei2TvWWKdxuEkqdeMxgq0rNxmJXA7een3HLKiWJ\n",
       "WWSvY55kBnSoUuZU595ka7mzuyKVQKC1l9K4CYls3FYyBKvG1W6dheDBqc9LD1lvcM95CY69K9i+\n",
       "UOOHyddbS2Yxbmg7a9amvD78OPtlgDuQuY8QhwZVrIv/GAPbHOnQLZHTS4bL9U9FhRzwxIyLOJOH\n",
       "ggMEDk2PX5D7YdEV6+rV/coZbF+7Pp0wC00I+NL3K6hA6xKUn+/LNIrQ5uhT3lMcaUKWnduXhzMs\n",
       "+Tzw1pLTYVK58Z82F2pQ1ha2KJOxKSvUEqBc53yRoABbY3KsKfXkIcYFzfsQPd3V5KHd9xIz4sJi\n",
       "MJj+lq0mlG9CxwzZZcE9C9PYBPAZWBbOjrV7huId3o8p8c5B2+YsveGZnRIITWVxGhTExohF8e5a\n",
       "+aFu+RhdkRl0YqLKdyLuQdtqWVbFGU12Ih//eKATIo/eQpIamClIvj1JEY/0HZSC1W4kbScBzn6F\n",
       "8E+p7pjVmzQ+hj0ePTVzvmSG0FLkYFPoNdd6iK23JKP+K9fFQZJdJFYP91ElObAdb2vyR1P6R7cd\n",
       "53wMNCceTJjGBaww8KQyKOjGQvWQXj7EcyqsJq0ofPSTvRwh6i/gjI19ko95Qdn+uNN9SL99OAXh\n",
       "gLA5ngx5q9pA1nDkC+KALw6yZFSv4e14EA3amA4k9RkXcQvJKZq9ANNJb5dqyyLe11ASc4QsRGKh\n",
       "pXY5N23Aw7RpT8UAFCp9m+2dempCQ8BI3iV4iEac4Qcg2keW3s3xLbSpGWBhx4e8Ux4Q79goSS+x\n",
       "Ww05+io8xc0A8i7EYS7TuYxtLtl4ZZ957iTDi8mBEI/Q1nLiNRfArboftf6vmNRvoFh1S2njpxgG\n",
       "kP0XbsuvVcoxem9UxzUvqrJflwAAAboBnt1qR/8AHbgfOH6Hcrlgzb/NkHhbhBK6VUT6S83Sdqbo\n",
       "RQMm+e1O3BXCh/avgIV14xJ2qoG7xNQAIBi2I3GQup26ixf9QPnOq7NYQ4rfNJOnlmuFVg1NJcEC\n",
       "eU+O3IN8ACPSGLg1KUiKIf0KpHF6w6Uvcn67YPuquM/Kakh4YZH4HtWIXN3AiKF/HSGS1ncKMwuK\n",
       "52ozSk0+2DLoa5N1L16JUhjMxuj2GoHyiPuoWHbGIHwwf12A1aC3Vh0Iq6jd7rtJTXOzcHNbInkk\n",
       "g1IoF3KOxyWizi8Bt/HZkZxkNxzLHR+rEfZp2qxxIMpp5U8rR32CsFAHzYvLuwv6GJg1x8U01mms\n",
       "HuhDa/uD+Am/efv8FBfIonmuZbHHt7n8sXA9wwDOjgIjoNqO/DVWvspQxVwiRd/1nR3Z1DDSp9lR\n",
       "FoQ5l+HQxTGbBHsYzW3Qy927AsR3lqLiTqeF26z7wPC0oX7vwsoyTwhLjSPQkP1EWM52P2HINFPj\n",
       "nyRuWF6f4XgkuU4T7yYW2ozUftd8dHDaEbVp2nY4DEzGgBbIKfcbjRrIngJWX7C303ElnZqauGlL\n",
       "vTOAlAh+GGBAAAADS0Ga30nhClJlMCE//fEAAinPYtt/fJTd+M+8bxlvPysTwAdrZADW4LEia9b1\n",
       "6W35CavFvIk6yqsQ0W9yPLU4IkEEAx8Pr/ypvaTGY6A+P+raq9OijWnHu2WnwH8pLKPBv33igQ8c\n",
       "pGx+MJeq4M9UFKnpmlvFMf/APtZz3wQjbM0CkfjPIYrH+i8GFK5LZN226LkYiS16A8YiXvEhmMrd\n",
       "5NikZBD5x2osvUCKnnJkJRRkOGD+7otBslfNAotuH6LWMKYhmXjLBSSdujAo0RsGUYxR2S1lz2f6\n",
       "55dx5uhvbF/CpAwdMJoUdbf0Yk1BAbSemwSP+29FcPumOiSmi/Vs8v/EDwutaQmFP6aZC5GVLjcJ\n",
       "beFHai8UDKzmpxBXOBxNN59wOjY0NwGXIli2R+IRro7Kx2RWrs4j4PN/NeEcXNKLHntkG66rsROQ\n",
       "YZpOweqSQZidU1U6BQDpcV/gz5PLOIh3PYHiabZHbtBFEXAcH0DOydlw3Bs962sWZrXNruOThC69\n",
       "CnVtLOTL+urQXx4+9sCMM2vPV5IIy4wnBfK4TZgEMSNq7X5BZ7b620QkJxHtgLIgRzLz6Y1eHwap\n",
       "GP5V39guWZj9pFWr33qphWOxH/gxIfUS6BhUYG8XSq4eURTbB4dTls5/uvr1pGaXXO/iYDQcwodo\n",
       "dygBmXqq6GyMwQIikZkajd0GY0Ikq2bcUzvRFMhcUwTzJ0doIm+9v5o/7s+7F/n8fPuBqzt0cq76\n",
       "RdHD8+OedOlLLWqAJv9Pf+HD+39VaaOVLwg97HThWNWlzqgNXhblN9a17gDWnRgabQKP2ArSzXah\n",
       "mbXDJVFgrQbMHc5Hw4f6biiVx7bZNCDv9Zwl4GmHMwFSHoXKU184qzIAfWIguAtn6oOrNlDhyfRg\n",
       "b6SYrMiy1HeaiNFm3reqCqh/Il4EH8FsqLsjjCifkQpWilv1a758XsheXH4fzmQWluChtq5sF3rT\n",
       "swDQtpwoWgB3ppJ1KMsm37Cb2JbfNVIaRAu3jpiBnO8K9CZXAKLs6w+K4TeE/2sfPo92mRYvGRKT\n",
       "gwlkranqMMZJWPJTcTXHiYyfb0QzvblH2FqYuHqlV1hBtOnzLf3vJVZtP71fcsaHIN7OnnShUjDZ\n",
       "gAAAA81BmuBJ4Q6JlMCE//3xAAIpz2Lbf3yU0oHb0b0pUjqQZK3kcboRP0UeSR9QBZdFSsOBF1Qo\n",
       "i1zECb1oMXfvtwKxp18Wb3/PQ937V98ZL9JHcgCrqsUDceZ7yy2/Sx+tw7oR1T2Jv1/AMYn4A4Yh\n",
       "kAgwdD/VWkXU6j2lymYuQIuzgUyekeJW4P4se/oq3LwQW0TjDw3jprYES9QsfuVVww6gDq/8s6F0\n",
       "gjIGQ+mhwc6v4602aeYKcegK04bBTXbzq/Ht7duNnqn9Fjar8sCuiGGUynSlDjpHn/T9TteFMG3S\n",
       "lALX1fqoDNRAANafFCgQ2NSmNG0bXvXPshSCPaVMMN0ZH0Q6B7uitGwXDlZGoX8IaPfIWmoqF6VI\n",
       "QpWU1ggEapbcwpWA+GX1NOT+LC0P70VPkG10R0zngAJo6RV7Pcg3/HAG+NSOGxGHYu2mX9D3ygl+\n",
       "8OHXsySmB476uBxme1U2ulQxO7eqNKo8fYa2vwMkENp9t+ELLmSfDLz6rUooFosjQbJ3xKJvMlha\n",
       "wTmxpAwcUePs4onl3uMtaAsZ2wnD1/OUczMCsR12rmgF/BI8jWusv7M/glG2iTgQqqEq2NMMqoqI\n",
       "VJbkNKhKmzQDj5DRLysb4yGvC0q8hiZm3aUMTy3tqeYxSQuMRVBdhSzzzlWkTIPNhuQcL2UUlTVF\n",
       "PRzWYz3nzbliPT2QXA38Z/vbUX71rhRB7zVMSgdyRAL9k5Hze0EJ5kSl/47HMgvPfAzHvO7SMxuU\n",
       "bu5aYJWqixcMGB4o5tQaqB+gFW6IOmhRRV3OcM6YnMXwUDYmN1/HCE+dfNlfLiHorFt/5Dff9bV/\n",
       "XS6ElomKC+knYplNg4r58jkHNo2MulwhRNqSMlMlLRn7ODhTVlWflmHjK8VZKCrnqxcdzGw2fiCC\n",
       "Wpi0CGKnMhaGml7zMoz4zkNzeOglPVvVgwaKWQfiAG1ztCZHgDjT2KBWR3Ftz7ThZahPyiga3q/D\n",
       "zu/7683D6Cp9LmpG2WlYObUe8YQOyI9MErW2J+xcrfn7jlLcRztV6l+w+dw8CZToGSG8X/Tm5W20\n",
       "8Xb9P1WHZAOkA88JODJ4718AX9Ke/CAbnZrWFeayrMrvXmnqE4p57kAuni2oAt4tUpLV/Zf6giNQ\n",
       "6zdOVCPAKTZ5VxARDtQV6uH9duwkb1N/Ph1oYV1vn9/H8vVITlyL+enahkSUCeML2S/o6fbd4kiO\n",
       "mgpludQ0AZsg1ux0mnEnT6FEwKh6O8hpIog9RH45JLUB+GS9CGOVGq3y9Blig9/ELNb8RljmJD10\n",
       "mDkBDMP5S2QJAAAFk0GbA0nhDyZTAhH//eEAA3Iu6yoUYciccMRWqPFrQk5ToSMf+0UgiNQAxPG3\n",
       "w/vZsoc+Ex/E90UfvjmerG5hMsSLJLWBFmtDUi8cFQA4JB6cfOzmUzQrgwpnD5a607Zs7KZ5tL31\n",
       "ZKokbo0Zxfdri2aXmMg7lR1cccbV67pFKBZAM5ht7lTEsLhq7U+Ag4+m+AXHHrNqBfwDAa6C0fbc\n",
       "d4mMaapP2wJtt8AlnG/Zzgv08e42hZAgYh3zc3wgiDjG55pdn1YRdDrsTpcbcphBRQA2KcFv5AoD\n",
       "LK0mglP0MB6Zpc3xPYfx/ow7a/9ITpZreNu6YChm7haioJ+ZsmX0BD5oBtK8XiMmMbkBwopUCJbj\n",
       "or6G/zA2/WtH+zXwuQ4wrxvpIHpDCA2CWWmVExdHKZIkb1OOxfE1FgdMn85/h0NOW09R+JHGXTJU\n",
       "WXpzjPb3hnsXhFqDSgyXNvGCR8IPj1msRhlgK4Irv01b/DBHZ5rR3EkLuGndRdT5XoAbZPCpmXHV\n",
       "pNEntwDtzZKYNW+KMAzMR2Tuz7YV/rNiWMg5Si8XGCyE5qT3PKavwrnYEbiR3FtVO7TZ/Y9lanK/\n",
       "YDd2f9IHgEFRS05IEozwVpdYzpKi5lkm6XTUfljNU78kfII9GhFCqccFLn8I3WoVUldJpSE4PdA6\n",
       "Ew+L8IwULedTPZ685znYWHcsnE2IzHvnP+n4kMsjezAp2oBExVLf8a44hZh2QodOZZFvhDP2VJQ/\n",
       "iu7hIye55U61G4W/WoR9UxuXpBZVvF7Ij+GAcmlC5tWjywbmXcme8vMHrh/lRr1JEU+75pxRQMHw\n",
       "JfT6esnMQQ3Yc/tUPJvZrzecuAc1McWQPe9ysfTLOnFyHRHxXJFqUbPtWS1Z83K4LzqiCP7ewLQu\n",
       "62oHxF9gVdPQB2nH/vjsWWrnApvciNbPkqzrLdBQL+i3OTcMTjwgBlvqLiMv1LZ9xVla1R8Ahgjt\n",
       "Bn/0iVcfJJtExbv/HGac8ico1L1kyuYneHTjRuldq4nN0sfHxJ0+68yTocpCx7ysqD5QuKOqWbUh\n",
       "wVhJNG2EKWW9iCV9s2FA6OhgaqQZJA/snOBfN1ldKuA2w5VHoosbWWjYQ6tII6PwRfubei/jMfmT\n",
       "y/orfZRvDEdvRO/JmwTZ5tKd3JgfbgNJYW6gfiWFd5ZO7xRiqKvd2zAyyJTXRTjEDhEAKIwCkH/x\n",
       "EEgPhV0IUMPx8s4eF2AxB+9ZzUsoKLlxcW4AAIqwo0Cg/GiypeEfeP1+RLlpKKo6wqgrsqrUSoGH\n",
       "mkAG6BtF7goVWYXyJsK0enusVn4FDGiPcUqUUOsaKa7UsqeO0ulaWOeLm1IHyLw6ZyxOif94s3sH\n",
       "3JDcVG+6L437Xy0iR7XUQYmN/4hmwiqLLDqboBgu59tuWynTg80/5/MZr+D1UqGYgQPpnuwjyFdW\n",
       "sthFgBmfImSfNJVh8HIMksUKTNwQtyS03KB2c4cXvOlGnNEK/6MWmPKeyJQPZ7y3Laa98Q6TPjwN\n",
       "JP+0fj3dREOoVg8HwUmObcHrL5xPlNwx5nf+Eok5XpdcxAj+R1k/T9ZSKRotB3jVLM2O0vBl36BX\n",
       "q5p18Rq6I3+3e8y/X14aY2FflMUvdoOz2+DnUoOTgSh/RGpgJW/ghoV2mDwzcbj5ZAtA91NzzgdW\n",
       "LTNn1O38QifCS327lqKlSzobzdpUQbHIJbcq0798EZCbAng5BSCfrjczfssjuinsP2njzvzTAbxS\n",
       "6Oy0b+hO0C/UB1DerAcZ/pAya7JmQvpfQXrJAuSLXc53TyhPIOsNL3zlx36/6U+bzNrUIm7oIiwd\n",
       "7cuAw1miZVmETnD7meCa8vHQWPTPSrCLPT7BVFF7JeaM2mrCaS4DH6/WmFulfCxr1Tko3Aeb+hMS\n",
       "tNHH9UjsiLrJf8EaGWP4AAACKEGfIUURPH8AHbgfOH2HcrliKo4Z/Qw7dH3yfrBMDYAPz/rYmj7t\n",
       "byGmolTMTVyupf+rYK2iNddEzbmNsq9CJ0qyyXgSAl1XrVGlDQKuYVuXKbUYUr0gWLmUsTsQ7Md+\n",
       "07+hsrkWn5e91hGU1Duo5LquaASYdYJgxz34zR2xlr0YKCBkfsZXgB7gEALJLIddwsmp/DdbaAIV\n",
       "YYfSlRoXy2tvflIVMCVg2dQYWP3q7y/ot2Y7wWGHGFgNrI0iNnyzT8i8GOEAods+xGbt/Vr9/6ll\n",
       "kKYL4JoYOXocxLw7fGn/XaPzKuTxKUxq07nMxcTCYKfUF6TzyYTFN/DFx1E+z7+st2V6L+XOuOsJ\n",
       "wDFa4DJo7TR1VyBB0EaT1zXH3aIotfsqC4NijGwnOUnoV1+Fyxs9Xb6chlGH8ypvZi5OMvTPl1vo\n",
       "klKllc2jKV75ASK7KcOrMw+k8Nk4zlkj3iToPuLKKqAHfSGqYRUJ/OCOAwHlZcsTh/r4h1/1HsX0\n",
       "yLTQ01jaR4+OdDyEJkvuchp8xFEOPbG7DhRVhn9ZAK8XPhUToZ00zl61AvVHEX1nG+xuYXD29JOH\n",
       "ejl3t+44tNMpm9yfDphP75xh/GxhzaxYzkhab/3CIbeRW7UY94nw5rbMiYyisf4SOyKvIZqrH+XV\n",
       "PMOn5A2Q1YfhHfiOI7c9wcHnSO/Mw338xf5m9P6FRIoJKNo8dIar0Qw+Hw1iENhcpJ7ZIYWSdcIX\n",
       "cQAAAl8Bn0JqR/8AHampyMNySHcbirgzB1/zZK7p/PI4QDA1lON+n5fmTAoyFeZkPwACDg46zcEJ\n",
       "HWnwpkhxHK4E1uID7+kKrCLp2KddFA5f0rIlt0HujE8OGmTtLmA+4rsCZI/k0l0OFxfx34BY7uz4\n",
       "oOyE0c3WKTRDikUmBGzHMRpSG0GGduZIkwonxWNM1mNNjd9jNoI11WLaa8qCaG2Aofe8qosiwHvt\n",
       "FWooHMXOHp69C/dwf87bFDUlV+UlHH/v9Pefz3UMUVSrEzeXrxJjC6zshpce0rWpfq7BIFam4CaS\n",
       "8FxN/0oTSDVUWpKl7AJdEbdxKbjwdj+83Fp6+uh7YyU6unV40Bk52xJJJ87F3bLDbYSCC5FAxHyQ\n",
       "UiJXr+pJT5O8MTuCSzf4onoeb8KSjSYXGZ/y3wadxotw2DBHzTxWa0IhrwS9nlJoARl3oQEaN3gW\n",
       "vSijLxTaG/uGkkh63JoipZMZ7FSogfNjT7+JIg+kx6HKsg91biSDMblOikbbrjKsdQrEycShIJDp\n",
       "CX+GQ0HPkCBiDMsEMAbbv8UIE64A+IM9DQredF4CKHdXCAc7QtFUaPr2ZIneh27A6tXxcPwcUPS+\n",
       "qcoa9BFyHlv8iki310Sh7QR18TDSzatdZpeDiPEFxErs7b9YpP4ce6A5BQKqCuPwtOEKbZdunOqS\n",
       "arHsu8K2fjmEUcu9iZv2AOUdJy3SznWoVN2SR+y2kkubJzx5+Rjmp0vS2DII7KYLloJ98zQxoUOb\n",
       "05Pw2z3Nca8TvkeWDV5sycHFPKNffHiQKc8WP60olL7q9AgbJVYT2iHgAAADUUGbREmoQWiZTAj/\n",
       "/IQADXhgisynqJAsTEGuCLHe/L2CgcpujEeEVqg4HJ63QVY/UoM42CB4kNlVyv+oAuNsHrxY/uxz\n",
       "D21MUKrSM/qnNVE9/ndi2RVtK2urhR9+CKHHk9ooFEUAU5oiuiVDOHQ0ET/wjPe8PcqL13UfMj/r\n",
       "0Egy+mLRmQ7T+mchSpZ82LI2h0BDS+zvB6jEqwC9U9kI+zFetvaCX3T8VSIMonkbgtdmBWHn0RXX\n",
       "suAKxu3iGLr/KbMG+QGFF1hi9p0fuw9jApnSN0xYJP9bv7BSnvRFc5ylOsom2GYuuU5SDq85KdRT\n",
       "YkBCP0VY4/JbmDnr2qdXUtMgw/8n2h+EaDddcJ1n8kfBb0MTt2XMJyk0FZWjMPKnZqah7+FQvoLv\n",
       "uqCZDD+fpdVECBsOcJjPfHIzxjs3K9x1J+PCSrzz0BPnmOoW2xKOqd7q6MpFYRZZw9nggOUZMbqo\n",
       "yLjRR625gmqlUyG/fADKEeqIDJdMptbXdmrFqeAbhOBteOSWldzFzR3uDSh1krg/4NZadIeC9sON\n",
       "J2+koAER40D9ZY+ngpZ9nQz0TIwURXwjCgt3Cf6rNvY9HXoUFUhD/cYrGfwx7pbdTmyBSB8F4Q0n\n",
       "/NyIozdpFkiTmVsF3/fDviZUoGqhPesS9vD4ADGkRKjbtguosaVrk6qnlriNCFiY213/Xo8/pkne\n",
       "EU58kBWqpe1HAqHs81Lra6OC9Zg9cixrzw1ocrzaS3Oq5iuicMny5IO0GQhA0kTFtdM9i/EsABLN\n",
       "STAc1Je5QE3BR9vvA00vOakC93ndQPuQHrG2/zHqtwF8TriT7C4rsf/vdPpMD9mUCjDSZPDGo2/K\n",
       "YJwsYf+pA0lGJvUjh0GQfVFFJ2pNIkjzhLTYWrE9vo7YEEsVIBr27sRufO4CBI7CbIdEn7amupSR\n",
       "PJsMzWOnraN6OpEp5fyIfA1+zJfz1LFS4PbfejV1pqV30C13uWuUEX1iwNpcb3noocTzABeZvhdK\n",
       "4oyxr4dlKkza+vZR77Tc+0M2Zl7PeBsaPwqpfOvS6yhBip49jUuj+je/U/NQo2HiTagEJWTbmk2a\n",
       "1cRwyHvUdqqzPysFqlN61b9HY4FjRqvy2oXeN/YaN9SNfAXDp7f+fQAAA75Bm2VJ4QpSZTAhH/3h\n",
       "AAD96OmKuLUa3U4Ic/yHwdnbysFRsnzr2RG6fv+iK4+TvLOMP+OsT62t9k70llZuGA62aCZVE4wo\n",
       "aZ6s3ZvoDz5+VATpwdPdPZKy2paF+IYwHsAyicb2VW3q5zNM6tESXy4O9ZG97fjZhubIbPR+v00e\n",
       "qzbdntrXYpSt313QdUTiKVqVApb8TuY1NatNjnmwCftlnEw6S7yhpIJ2E4mDZqv+4imVLElLvq1E\n",
       "oZENjpkXtx1OQ+jKaXble3kGwXEJwmL5zZ2FvVpJccvqvlW6wPbjUqDBTXnSdyRUh5qD1YZw+W7l\n",
       "pH64qtgXCdiXUQialVmeQrbS9KMuHeA0KLxawNCi22O6fbsuPPlVtirpXxY4oEFPuSADglZgMs/5\n",
       "Xwk1OZGNIEqdDysOBEHgokF84mnjKLJ3dylR4ScbsUTsSAvUpmJaF5VPlODGwCxVYJd1Us9V2FVq\n",
       "nhb4ULFioVWxTUH45ofs6w5jNi4UAUPueIzs6Kx5g3/0ymiFDV+BdwiRBF3UARiFM2lRYroPVY7/\n",
       "8i0XO0jBJ/lZE2r/+gY5L4yNOg3hboy73o++1bv7WwSBMTWS4urkpbl8rZK4K3JE4p/0pgljjoEl\n",
       "Tmx8sHNiouO9KEx/4iQIgECTf2hqqsxpOnbtBGn159ViPJ2gOm4u32m45ep1spXmmRzPTqMw3cm7\n",
       "UYoMSxUywUmbHua9Pz2SS28/GQqL24din3ojq+W4LvgfkUj4UqZuLByMut/CkCtw48n/hJQzaGEe\n",
       "LD2GX9bxu+RkLlk3OcVCBzn/ktfqlcCnUPB+K4FQzPPE1PIMp4W93XBgFFeAp8pQPvPngIOCL/7X\n",
       "drjxdHFnjTDEam2PCEFeDiTArRJkfsH6ahNcg5qe07v8zUf5TqzrNfuoRNNfZu/Aph5QR6Xc3Exa\n",
       "dmWqwCxmXL0/ymHNZyVjt0N3XEfX2IGmf4b/ROcIKjtdziZ7D8GY6mareliNiNLEQ4JNJIDqCLwV\n",
       "fEANjJus7yPgSI80+BSt3NQNJ4Ew2rPAth+VhVev146P9p2nwPw3emXiytqFaHNK/GyD+SsvDwfV\n",
       "gr2WNMEoIOoHxnJibc8aFH73Cs+j8Od04KroZ/h1QXcdvRGEDYP8YpMRFzChQ51UDoNutb4vj3sy\n",
       "RSCl9EXkscGK5LFF/mQ0+0K+DibRQGyph47UXXcX8Qo2t0Df26E9J1Zvq5AyJny1pwU0MvMq20Cz\n",
       "xD/a+WKo+TYWauNUB4W9YDlSBcR96xFYEl2k3xPYylbBAAAFzEGbiUnhDomUwI///IQADY+3DF+q\n",
       "5GwC5e4X2DA+AJzGrTZFi0QHNgIU9tJt6Gkz8LgBMGE307cCBZDh4CeCuBSGKJpXgdV4aMNXaCBW\n",
       "qcPYIZClVsxkFKs4Bea/fJuSeSaVpw8HXyvUgVlaDPVwo0ZM4qagUISApeRudr7EUFPhjOCnMq1j\n",
       "D4ojFowvKWDdN+t9fdp2JLgU4WcBDSNFON0jnk+rUAsBMwzjZwxsVh1C9vC8wQA00EMk+Sr4mR0o\n",
       "TO5Si7jGJKhuuli7OXWvvRbQhpiDBSlaXCk1U2ZdMKEGVgRnixq+OvdwZx5hMtdNNFwiEp9H888s\n",
       "xAC+knZgKm5JzA9apVFHYy6ecpEdlOpiWvTRx4yBow4ZXpeekkz10IpQ3+dFL/6CCpaqMHzkLkCq\n",
       "8CxUmyFeAxa9XJya4F+/lh8okXP6R8GWl8oG1i++HtN40Qo+snvtaeyHY1mQsl7QfL/3tob/HjBh\n",
       "d3CSu893BGqmmG0xBJtI4q++ZCrSJpI3jaqVHmFnkcKvfk1TjVOWvpOzXXL4oudC3r17lgfT7iOp\n",
       "Vf2SgRIYLQTCk7VOvHJyTKy4hoaWLkt0bFQv5P4pTRCPs+u4erlFVxgXMCGca0KslSL1fN4MlLhh\n",
       "+58GwV6pyy2dpGCqMSS6C7snmjg2k8JrAwIOV5dDaDOr820S6F+yBPpbm+rOQLTv2yieSAf59BTy\n",
       "3pFKADGrRnuB1emgsF+srmhZrpQOogimKscd5yuYcQ7aOE+nqiYUCj5oDM/3EunuvkaF56ftYi70\n",
       "x0gRUb15+mCK8K9O3VRg6rFVKC1/oD8WYeE8pJzttl0mFFOXQwF3abG8xa2FD7X9fNcOXxKp9ZGN\n",
       "E/q4kSeolePFKp4Ytq9gdSg3VUdahson4TMM20M1YIGn9ycDzSSe6X7VoJ/laGtb3aE+461c5fZs\n",
       "1E8oetT1F+cGVqSlSiUBqH1f0+8IGNdoB9JGFZ089hcjBKGl/VH7EKNsU7A8RmXs6LcCsEKuOA3Y\n",
       "JCwLDpU7cDLZvQBAqURBbRp+96ns3EZroDedYa4sudhKqmM2EQ6hOmQd4A2geSjfdp4MAAADAELb\n",
       "/ZTlEagm9g7XvHSUNAVFvpEATjKYdcCnbjFWZYVrEXODKEFLH6fbqXZTuzLdwYsoPBkPe1yMpap3\n",
       "FLp6TEMf0nHfz0jN+vGttneAU2QsDotlwrKwW0FbL4UFxRTcn7JwQ04Zv8j/XwRVQTeYIXHqeHYX\n",
       "YFcVHnLRg1CR3Lm8iTzCf/T2h4N9En+mwUVbaCqLrwW7Y1E1MgL72yUpa5+MzpzzdvUNtJsjejc+\n",
       "09MP0fyGTuhZi3nYWKp1bA3E56kiwheDdfwWSL3NOzT0YQ+k3p+PyEssCLqxKYrN9QyCoyX7T3CR\n",
       "3faQbSjPGlFAtmVRZY2Ah58Yjyi13r79TIXy2wLKHpf89e72C9foXxkvQgJDySmN6GEDzDR4p1Hn\n",
       "f+I0u0E8pUAjffA3TLTsOpbyu7G32n5l61wQ55Q6oO7S1e2MhRvFVo+kLqRGLwLEvuCp3VnGl8iC\n",
       "/RBqkImXoTKlyVamnOaZEKj4+sBQXpvz6zu/jit7AI12R/x4H1AFTWAOG8WRlwpxAhCSN/c0q2aM\n",
       "q9JfpP8lVFsCUflq6cu+CSW7kr3MsHy4GJ0VYdggqcWRGoLHKAK+gJn8nULrwJsm/WI6CulLCZmE\n",
       "Wxr6nmVpx+tIE72CiEqXnMjlj1QsEeEOW/3VtxdDlAU0cQTeeD9mu9D9QMxbF80Dx2cQ9mwmKqu5\n",
       "6Kp1OgrUP9hc5qCSPd9tHN5PfHdmMeUCXP5sEg6VV7QJbqQsPPT/xpAz6yYVngYN7A/lCEclsefs\n",
       "hl5HZjiaqjvQj4l1jPA7rGBAvGxwgHsxyMLu3FlQXluBNKkRQUiEjwn47ul9vkifXGufn9+PmjtM\n",
       "rQt3wKSv2ICADWGybu4ub4Z6ZYj4qrOmVQo2YpnpCDM/TgpzkjmBAAAByUGfp0URPCP/ABLX8muk\n",
       "hx/1L4dWd00JcxVKRliSUMrUNPF0Ka7JX3BHoBaOyEOz9hwBLZDXK6cew6ApEwLXsKEWUs41C4Of\n",
       "BW6gZIcAaBa0YdGQmgd42Eu4zd7JwoLGjf6yG8MKaEXDdFbXEj7So/F0s6GIXqxLyJw+Nss1W3fC\n",
       "vzhdaNjjjwPByYGbREj3/80SmmQ4DUm77qFImPiwa/4jLZ1/mbYH0iNXG60MWFoHcEkqhCuU1yN2\n",
       "glFT2cee6mj4v27U8AnDk0WlhypBVQv9MiQqdNv0N4b+gBl/QLyMBMC5trFHPm4zf7KXagtivd/A\n",
       "1M3Hdo5D4k9W0OIsfBaNiRuLnVpSjmEUTvZgdCbcgRdjSCt2+2nSAv2FnknjJx4HgoBLs2TlmU4V\n",
       "QhKzWdTlwQkHYfHf/ZhbDZHzeVU/3re+9q/w3U8NAVlgagfOhyVn4l20vbK8I/SgCX56kuEKQAA0\n",
       "yxvStP7GLXgJris0OVUb7QQOt4RkGgkxxG5b2s6pL1+dvDE42fk9hRqW9OR8ZRPbYSwSBn6Ou9R+\n",
       "SMDvXbQdn3vqRBGfKwTnfYmRT7PwRm+CmI/e0mRqYvrav8mggM/yVhpgc0EAAAF3AZ/GdEf/ABz4\n",
       "fazqaYiJq00hCpHh49HI7vtZebjbFHrRgJvSVXhAKc52ZzbgIp1pRQwhjsgJeTzDVgHme9I5sZXw\n",
       "YlKTscba03iw4jWUin4b670ZaPYaCwCvdPykpj1FKCeqijtkZeS3XidD9vK/+g/V4BQQe/GwWsOH\n",
       "6KtgAcJ4UtA+d0wJFFJPQQEOaElUq9UhjPC/22rbfQiSWQlHhy4NysYwtvCGEVg9b3CmnrQXLcdd\n",
       "RdZyJ34jldLQF6SovVixTOFPsdW0D+naFQyE1R67XrAY7ZZEY6sqZsxE2jPXG48Bq1e2WZZ12RH4\n",
       "NoJQlIRaQwRazOIYxl8j3iHLNFvDVK8F4Je2bihioRQBsZo4mLQ/gRYv5YgT1pj9v7/Xv0Dzl61d\n",
       "36qPdjPAiuUDv9ouhV852bmZX8H75zoge44q0rDHkY66cSFdFvDj1aRtLIEpRfMZ/QdAgJRi2Upj\n",
       "jrQ8mP1LwKTM+NOijbIEQck8NueZEQZUAAABHwGfyGpH/wAc/JUpZh+vUmORr3IeP+GvskPKS9sO\n",
       "jvkOft597Ba0ESlYsdxkPRACG44wOuWQkYfx+4lMGYexA+aAAQywxnjC7yL2L7fftGXCS9reA0lk\n",
       "HsAvZgk9MPHO1ngXjf/YNMSF9BTZOhL6q0Ty5/FgM2Awtg2rUDqGPpFHQOYN5zQo9uAeWWPLFw/J\n",
       "SrRd+c2FGkuss+0k6S4AAZ6RaCVQteZe1Tt8nUZBDAYjgQt+FmbI2q84Aj4DyssbtaZBCdlWYho8\n",
       "CVj/cUn3U5GZOWmkAdmw1UrjkWZbXrtxVjJz73BCerGSY7fzqF4s1ovLE0n8hOjEpgWB4mWQAOK0\n",
       "DznivjEXpc5vGmzv28MNV6yPV3p2gAT/qQvG0CbgAAADbUGby0moQWiZTBTx//yEAA0oX4kLHs+T\n",
       "XdAGDGwCAMlXSzzlJGMqprTor7VqQ4+ens2ABeEcPVsR0lZjK5qA788reIQil+Jjd5y+EfI9c/2I\n",
       "cDlYUC7OxLv3xRIX3xb+OZAp3ODJtkAzolNOE9eD9t+xmYqhOVA8GWoMbq+XRwY9N1s+u8hD9uCn\n",
       "QyM1QdSKqsjsV5ddTt6EPHfOqZqs645UHcXGrYFzezjstzs8BEEL7+Upn7AFuSH0Tbq8t1NEBtNQ\n",
       "XsQzf/x0agSURq4IARJZVDskW9QBTSu8A1dxeJZe0x76QS9+w/X0n7zCDpP1rI9GQ70yjLp5q3il\n",
       "7Ny5lsyCHac8+5cCkjoOASk2LrQsTa3Q2T0UNslM+4L453Y4LN4SoASXKwV+H6KKTKTT2XbUyT4M\n",
       "hmrOVkujGgrGN7mpcx7hO2B57FXJn49nuw1KbW4pbhAB8IcEFiQGx6u/0q0xdUvpxUWv2Y7+4Yy+\n",
       "u2e/lT4yRBVTrVUd4lfbKoDLkB2ofIHGntUj5NAx/BQ3gKTsjyEJ7SlAfPY7nBMtz6/9qM85eUTa\n",
       "IjdcARjWjJk9HdNfri9V931iCkiI75zFAOYiVl62TyJvj7syW4hsrpYZNg0ocgzvsVOYy6q2VJju\n",
       "VOE7gI/+8InbljYtsa1XAFVtpXPcixyuD2VfKW1WUoI5M8VUM4gRIwex/WCUNy9MqQ03qnK7a/Ur\n",
       "KYaBnCc3HtLtZduHdgJerHtbwO3gZEz5Jcsg0OKKOAOwsDxOkLPZ5jpGljBNwKlJDW/9bBQF56xr\n",
       "qImAFF1pXb/RIo1fU8xnL09w9IKTuMCWYmc79Sd3r+GPBYAUUCTdqvWJOEYoH6ULuacn880YFzCA\n",
       "/Ej6bK3voX7FuHtJMnJM0YEBkn2dwHqbX+0o/b9qmYFdYSTlJtEoUMi//3jLb9+A6ZY4ll/zlRta\n",
       "TB9iVvzqcuDZcR7iQqXAc3YxNiAY0ymWnBqisf0a+iA+Vtrd8lbHaLzsJuwYddDyw/3r1E5RtZOx\n",
       "aUCIFqv2fhR3r7oLy1Op2iyCafonyn6tXFyFaV1bvv8kkbCTyOvxMCybfk+Pm8wW3Ow03ns3bWwS\n",
       "ZaGMRPPnF1Pj2GEmWnyfbubJgxGnGxfFLPdDSPRoCqMpaHUai/p+EfZDxU4/mYVSvPbhLoZDh8sA\n",
       "AAFHAZ/qakf/ABz8lSk0Bqgya0NeshmYlV5jz85Q/UWBb6ETrf/ip8fJOWx+yrM/U6ag2wmAxyKT\n",
       "UlQAaHTOY0N5eH/z3DGE9uFjm0gXMeWumt2gQJV0tc15z36UNpx2fGuUeQPHO+lDREZOBGQqDSqm\n",
       "pcO9+Za8Gv7iBW6QSFSVPltzUug6XOUMyQXIoq+FaVRol8Hn0j+495IwHFqi4ywVYcJxkSPJTsuQ\n",
       "FIGO66ryHBg2okiqS1/zyweHFcAAAAMAAE2C7u7uhJfZzwrRL6/WkCbQ5+HoDZ+vDeKYKKOxtF4k\n",
       "RRKDeKxCQLXrHiYZdWfyRDJwzHT5dB8Tz6HQYR1SOTy5jZejv/qrb3E4Coqt/P7uiDhF5wGRC15Y\n",
       "uZ8wkpOvf0bZ1xjHj3MpP8GlRfqwNvqs/eBb7qTwfl6NuLCnSLQGL+vkwCkgAAAD7UGb7UnhClJl\n",
       "MFLH//yEAA0oX4kLHq0FEAC8z3eQibaD97W9a+48V/wXm5stc8s5toNp8AzDF7jAITajAVO+Jiyp\n",
       "3+9eFJhwNNPAj26I7di0oijCwZaVYLQ61TYY+7kyHwUlGKupsQu/cy7dB3rb5EUM6lidfMNr4eEZ\n",
       "BxEC4Q4j3mx8UTyMOeeku2Nf5XtluEuGP7t3TA3iwKDdAzWiOv7no+lJDYjBMXEg292rGkAWIWlu\n",
       "/hx2EVPDW3uACu4LIm8C3QWWm7gwr9O6JOlSpwVEAZH3oECK/9wOKtiOQHelV3j9UWtOTfNxozJZ\n",
       "tzt1j1J4WpSQV/jaOzA5smX+H/v6Wv2ZBSTrjb6IoCd4LEcyiinGB5rj76taWG6yrpsWW0ABC5UW\n",
       "ESSKqJPvquK5kNDPjoQQ1yOR+WqmXe2Cweyavd9S7f4oIZE3XaPjqVpQoqt97YJZ3PDwFkO69ky/\n",
       "t5iYTMbpBwag5MyuUd3gOdkxH3Ppe2b5ZI6jt3cvPmnAb3BxX/vJRjO6i+zSvv1sPd0aMACGob9M\n",
       "UhbgykyDnxThkUfEsVbnBgy7hSgZGLegkEmjDyzGL1Bb0UDM1U6nE+l7xdVOyfK8eHbXL+jHsj57\n",
       "iMLVtEhm6vHVxEFQIUYyfNv/syyUiOO8YevQtMvNwWeIDXEy8wIM1IXtpLuE2L5kUcKyu/OSUdkD\n",
       "4twfAFXPzV2xE7M7od/3J/+ZV8TmXyRPl/zLpnhhlvHACPIvYx1jXaWxYj80lDcRrYuGmbYsIQFF\n",
       "fSwzIBueUuZxMBzAGazSV6x8GOxB4kP6mWFlkixDL/ymorYxchipTgr2FeNOrFO3zDhbbyq/kd9v\n",
       "l6c4cYC9sGudVDDagLLPy0oRQbxh3FJlEu8Z94wilKu3+s/UvSRj7KeUO7o24TCx7Qa4gbjYboJz\n",
       "EIcm5UX8sLYqvi8Egb0xU3HhAMQ+FtUususQGjpv4aEoZ9lnEKme2LyT8NJXTovmTvReavOLhYJ/\n",
       "BNuxMFXr9n+Re2v9kqvwg7qDHxevWHLxZSeawY96WE1dLwE8Ms/GgrYI5SX5YCoUg/CPkySKEYJz\n",
       "Nt/sUx9ELyXWQNdyeE8d8yZ0ZCoyApgDm2fuVM1zkUQ9kd+oq/Y//qPU+q+Lh5HT3dtbOnMwFOhO\n",
       "aX/DC7tMrAJ1W5jQAEiapa1+a0ZpYD8uGYPh1o43sk4E1FKebkSJXaUa+HBoMhHegBXhxbWqD/sC\n",
       "DJ2UyS6P/2PkMoVjfsUdwUHyXSYW3HnUdNsj0KEJ9Nc1UjarfGhC4KLap7OlCkb/cWYxFkpY8EDY\n",
       "FX39d/j4nELXX94cbYSt/yUP779Dwq0BdyIrWAAAAXsBngxqR/8AHPyVKWYeUTpO3AWBYbXFelYW\n",
       "0+fM3u96aJsHPaqWBWwPOCi8yqJCoesEAGh174+W4ZR7hki40Kv3AGn2rG+Ym7hPe4OrklVzgvdr\n",
       "R+EyiBqBMiFnrb772Wi/EQj1MJxULvaT2dCrbhqRAJxPLFupDnHy9zueWzpd/R5EG7FiDE396bLy\n",
       "uLCXqh2M2AHagBhX9ZwtRtKhPWEYKXhgn7/7hiDE2L9F5VSF2FPd8eVhSmPC1Z3gsXotZB9lhgyH\n",
       "iWcOsghaCT8DL0BO6TWASpjS6atwuOAS2yKWtySa+Dud1xTxtxy/8TQ3qJ2tvLqZbeLXN/VbIHXm\n",
       "DUHNtjaYQ5xIaCb4Q8eCb1MN+BCxWL3JBaUm0ej+p6w0rsMU0Um4KTSYvHlnDr85IxCM1FYeoTxn\n",
       "tQCp40B0G0Zh/hZquFbbhND7en91P9VAw15uudOWr4qVU5p1fyj6JNwZw+TDnATGyTjecEbptouJ\n",
       "47FKerhM+2J0VBZRAAADK0GaDknhDomUwI///IQADShfiQserq3kE3XLi6miY1Yt3ed5Fm+HXcMX\n",
       "kzZrzQMmvMM6sjGK2lJn8Skmadqqqe4FB1IMyFZWp0oZ+l/zoqS4n8pa1wCoBhTkmf0/dtBCXj1f\n",
       "53eC3dNix7GK41/jFgshw2erpylrwkvrB5GGKTJh8ZBJajbX02PmegDIjI2xofd0LPVTBAaYM/hq\n",
       "yDlLgyiEiPiYgWAgt6vmc6gh5ZuCEtL/XqFgCSmK+6/H85f8TRSrCXvT+D/sWbS2mAcQuGpyEK2Q\n",
       "76QD3iMa503hixBt+0yjKu68Opu6FA5dLxKTMite1+xRvroZ8BPQSS4Mq2+mbsIZX6QTWX6JyMHm\n",
       "1x+TAOeVd/7+qwADmLNRoJRqGf1gqYasvxfpQk4juFbwgxPDdk+26PH608auxfMI6mrDaEFFopAE\n",
       "O1nL7ZBePftvIOs4lMIK63qvcwwDlwNiHg+Rlhe3EnknlbQQV/ipXwR0r4sxtyjLCw1GdVDnXV48\n",
       "RxdXxdmx4xZyV32QOS11A7kDwXQn9vAqiugki9KbNslfm5zvjkWkfg5jvhir6UGsIiTjAISvdBt9\n",
       "OA8ohbmCNOdtWcEiFQxuLgVnKvN9stIztyQ0ICyoL7wvi7e3CiMGfBzwSwbXkeJaMIID3Da4lj//\n",
       "oCJ8rVv/siF8tK0Sj9fZ8gdWxAqEI0YPxxrEQE3ZiiKql94N0B0Cpe/oXHtpcDizeShLx2zgTjy/\n",
       "WjQm+hwW2gui+7FBGb2N9MvWerfDdy6TQgY7K4FySoNaXulWJvtwiPYsOMof1kp6ULmjhYrXEdWw\n",
       "ITylXuM7BBn8fnnPqUhwvqDLkhETwMdK32zb6wnUj+TUvL9arM1Z+XTBQjkdd2UcK4PGO2tMKlTH\n",
       "vdMtBt/FJu0O7+U2iwyiYPI1u1oiUVBC4io6PbW+dMTSu+5/okjjqptm6oOkX1FDEmwy025TDvsz\n",
       "fmKcFsiLE5d3c2pqW2NYNbdO7vd4c3ZmTV92pbU2RCF7TwSIIOF+HyHvu9KS9/AulZ1DUKVwyx+t\n",
       "PlKM5Q4JdB1NXjeOF57YkrqWBqW2Gaib7Y/g/nsAAATGQZowSeEPJlMFFTwv//6MsAA43cXeOwzi\n",
       "ctRkgT0yFDUkBz6/ayOHJCB9O9bWAT/0TganPFkk1b0sEg1w1c5kV8bJE6N8fRnutRuBI0n6a6f0\n",
       "fcM1Vam4RCngwYu7+wZaSBUSRHaa6hIJ2S9OjAMh8CSQk9qW+n3NwLSfVwpMsmQyE/t2zEI0yuCh\n",
       "LhLd38BbqIHA7bLYoVCQuAdE6lPGG8jQwUXCkopKfdAlz6HIgWkIIw5T9sYBDglfWVkD0c0akhDf\n",
       "4P1q+pT6/YB9WRQX+1UVnCEkS1Wn9rXbWTE/UmNrhjP34B/eIp5aFIz7SK1AqNxS9SeTSjlohTXF\n",
       "mF631Th2vscN4R2mu2etZShM0I40RfltRyNXuW0GAGOUIR/igGI/7Ft0+JL9b5hTLCFtfM8J3VPv\n",
       "cNdLTvZzgZQJHM7iKoy/HLdh2v9j53kAO2E2mP0uq3tM8qw9eMfk7LueC2yBw2owX/II0p6golRs\n",
       "MPSH/WeuBj+G1J9dDGXjocIYmOeISJ2MlnuPRvGTL0QPMV34jgbZ4K5ieUQaFzYxkpLPe3pTQv4J\n",
       "eBg3jQF3/V2ePbB84Rx+kM1ZfxyG/mUkW3coYnyequliSH8ZI3vDTtLaj4+KURXRyOeFfiPVRel9\n",
       "AXOEHtXTaExsWQDIswzAD1SDfxKxVN2pfb+UAIjzF11TGpMCqspnIHbU7d/97sH6sDMPMvGvlKOg\n",
       "GUbDcu3ykzpWBbPjl6ss4o1xIy+k2Xmrp688KSAAlQ5sVGcTTnoBJyvyFRB1uneVajAFAQzZQ9hT\n",
       "V+0ypSleAd6NzIVsKbhjybG9yqZH7bq9iHUR0oCcS3SEeMdOv/SJmcRhv1XMdL+5CWl1fGy9rj3s\n",
       "+uEEJIZWbzmH53Nf2dz8UZoY8eULTqrmKf+elyivcov5nDkJcRrh90auPKQG3QcBrmUrMGotcM0N\n",
       "9AyYuCLtbzmbjMHwm+zW0r4IAJASB9CKSoSCL5AQF+Qwkr7arklpoYBS2n1yYmcHkmNQtQUb9KIv\n",
       "lRHNmilKZGDCjL5sE7aaYiOcPQKfKrC80TmQISMF7Ti5NhxvS5uTL0sA0j+02sXS8SWb4EKXiAZN\n",
       "QakKiypPLyfDYS9OGCA1cbFjmltCBqhHoceEfh1ZushprH1e4l3P28kPi1hs8Qv+/D8QtYb4xIxP\n",
       "iT+J3Ld+3foVoDVxCuI3omJYuFTuMIyOOs3yjnNgc/PQFX3ZtS8VlZTfy+TVnlqGpeCZTbTN8OW5\n",
       "g93GYuSFFhAGFKtFD51TlJPNsU9JMv/hd/t750JWE2WWGb4SALkAsXHlwAshGK/wFqnKvbyi9m0j\n",
       "L7ZBc8rvcBXQxksWSQhOgJCdLnJ0fU1GlTQK4BeAylOTCwpnuSLdsmIdErcSV0GJQ19tbqf+1AII\n",
       "ohU2sZ1+no/b1YOG3ECSB9U02UsM399p4wUz8yI0dCWXndVEXxeqwc9BqtUPqAx4cB36jBKfpcbc\n",
       "OjE4cQhg594gdyQRPPYTX3jS0pp/j7nd3cLGT/D0XmUDbKXArp3sLH431Zz2jTLpTsteNB0RsEzg\n",
       "15q8J8UFdHqfpfSFwnyumoVtuX5mRt3rXcrXdVVBYfB6fYflJv1xDgTUT0lSqIn8iY0waT4SszAQ\n",
       "gQAAAUcBnk9qR/8AHQfpb9UmaDay+bBSb1Up3HWkFHL4JOxIAAFYG9VkYuFMwIbhU2bqEs7DgAJp\n",
       "1nlLHACW31AqQ2JRvz1eAAJNrRFRPHhetgaCD2+WV0KW2OuUtI1+0y1aRMxXprga2RELk9h/z+cd\n",
       "oydVI1PYGMz1BA/XugcJxLQ3DkmMFq+UebBcyoCjagXZKF8+vs/w1HQdIHU/xQcrtlgAA7Pyl8VN\n",
       "4ykD+NAVhOBJm456NqGPfYyyzUhhcur3N5kpfZywPl+QwySj3DRz3K9uxe6b+aMT86c9CFv0Z6XU\n",
       "BJgQOJPKUhbgnvypcqgwkwZkzXG05q5Z2/H0iu87I9yXXJ3B/JgVmu9dPgQXEXZsFWAKuW425ocO\n",
       "g/H8VTr4mMAEOgvVXe7PiIGV3CwK0CaXgDx6xFN4xMXCQ9Sm9jWkZk3bAdBVBNwAAAPuQZpUSeEP\n",
       "JlMCF//+jLAAON3F3jp+79n6/5+0Cv2ksIEr40bFOGkdJkEQPIcEybAh36oqwZLACvgNVS8tu9xx\n",
       "7l4YLqhuWjr2fPiNsOivUjBsR1gEHsOikR39PkadJ3OG8hQSX6FW1f0bRPPhlsdgtBEQV0lgJXfB\n",
       "wuwWVz2vdEeS1cDWF/nypz92jyUiKjTFtBZE3dZFBV/NGeu9xVCIWXu+Nwtw+aNNL5DJefGfCkjM\n",
       "nn/POjvnumWeAWqQaek6dT9ar76fLcGFdoyiPD6TPZaPTzahDMZRbOVheLf9qfnX6i8XylYkJt8K\n",
       "mfJXk8OuTPyLdWAxEI2nnSIdEmVGTPkhQygBtJtYptiHBemZhW3eYjZ4cin4srJtkrWX2fi9CVys\n",
       "bGE2C5qPfQRXKOD1BY1dae1b49nyFoALtdlz4ZdrhVw3dkHweiXQs/tfjiWcWQ+0r7lSrQyYuugw\n",
       "EWfkZw5yjqbIi3E3T4FhaVc7Nas663n8mbAWR14smK/VmmdBiFqoAXQQ/DXO9G00LbtkzCd4a2Bj\n",
       "yYtyYGRCTeUCk4c+v6NnScQALI5dCX25zYBRnvPa727bxRHAGhEAfqCgdhgx7jQyq8BiB/UGsdRa\n",
       "8+uKFNXYGdR23IU8FnsPGg23kp48susYjl1K13Qtm0/vEDeAI9N/E1s8iFZD57kJ1EJMm47+zUyY\n",
       "gHdHrHGlaPB7xBaVcXPE3aQ/VeQGftn+dVqgo6N1ou3q1xuAf1N8dFSRmecoNou9r1SreJqPDNbu\n",
       "+NUKJMsUbGOlLhQJo12HWc9sfl+6BYyqI/k6wQ19tSwQgANGh4yJFPSK5IvAOPs/TvMd8nYzxDdk\n",
       "BNuGiS/1B4ppzqINr1yg6ryXUfcNr4MC8FBcuJoYUrqoi5uY+IeLAWshOeshbbnGyGGpA7SXctfd\n",
       "+fQ+ZnojIwErjBMvtnrDa7MDAegG1ZZMiZsJXdWYQDaR4dF+VHjChTXrGj3y8Dd8Fkwx9Per1wYb\n",
       "o77GdpZ6o6Yq20WZZzevJU0IUwCmEqD/Bx/BvPso6HOCJFxz06RRsvfCKVWzlo4Gbgc0fy4lmXPZ\n",
       "LGJ1oAicSrI0PgfE1DfKwGC7anF4St9OTcBQECZkMqdue87rWLiouvY+vtMkwrAaHOTFCJfptvoX\n",
       "EqABaLY2a0acjB6KUPaZH3mP9D6cv+HN+twPsc/Ydrs17OJ77g6Ev/vW6tifaS1aaaou9eJw661v\n",
       "bCNX+o993Zkne3gIvY/rc8t7o1kv9g2oq/5+iqTQUZGr+EgnPCKNfwVD7Zugeg+RhuhwiL74rQRj\n",
       "eznzPQrllFF/sgwqGKWiS773sBVBrZGl440px7hz4AAAAQ9BnnJFETwj/wASXkPMKW8VoicILdQA\n",
       "Fh5Qu+gzKuIloH+JBMVKPdAIWScsZ7Ie3ReT1xVnUITMEf2vpR+X36LmuS7BWrelrVp9K/xB/C0Q\n",
       "icYOqRRXCPhJNTGemtGO/XoCXYWOZnDzV/19I6Rt1GrdHYc8TVIQKSq+S508Hcc+jeoLMZjqbRpH\n",
       "TCFpknx0iHv+Eo1y86EuXppH9ClTJVvWwm+pxl82qtFIhYkTTBnsuxwwyUqYRJ96gPEzdSo8Sx0v\n",
       "EJqaL9vMzwujwTYokrh+nHoOm/3fcPrqv3Jquqhw14/6y1DPxHPUbDvVQ0tLMzTUZHv6TRGzJQTR\n",
       "sHuJbonkpokM21KfQvFAGtjwwkM/AAAArQGekXRH/wAFQFHP8C9k0JMokAdCWVCgTdZQABN7CgLi\n",
       "AZOaYF6AYk242Y46aqO9K+wMqc4TtOh1hVF4k36bVT7KjCKBzAUYqVoUwm2XsmTrvP/TvZEcUx9q\n",
       "jjWL5vDtbTiGAn4GvPwnFoqKtlu1xXWvmKAmzdUZWEbSSfDwQyDkIEvmP1GLH0Wm7tDUJbZGEt6a\n",
       "LxiUd7uy4zibVX5Tj7HyjH7bP7EYfikEtA8YAAAAyQGek2pH/wAc/JUNOeFcjEzdFW0jG8+kNlWu\n",
       "HQdemZqgKAE05abOVkaL4BMviVlRFT6KJCbBiPjvONg7F1tjuimbw7WdB0KVWjpyW12N1xU/PzGO\n",
       "jPFBv2+d3NSuFctNa1CdDVnnuQZuFPyvNocPaLtOLpyALbKmp34jt3Zmua5NUh8N67nMfWksQP5M\n",
       "Pf7gzzxmRFRRTYlR41w/5OEOt/TJG3wjU38d3Yt+9t/h1KNZlZ+s0kDbpx6fu7SiQpwk70NTnkCS\n",
       "l1uPmAAAA4xBmphJqEFomUwIX//+jLAAON3F3jrRfV2u2O0S0BwDz1ClEVUJ/mwc5yVac/KjBrsu\n",
       "EHxCpA1lVK6nPGaGh3g4VJN/4B7tYUXt7TGMM5JPRPOrSH+oUpAmZoTuDEPuBoub6KGCZITQ+7H+\n",
       "/UBtJiziHaiL1HeMrJoHdYAQ3OKbJMz4meZq/FBiYSOvLLa11idf4mQt63Ly+nFfvWOezuP0RtEW\n",
       "BVahjBEaspvChQX7v6YLVSTq0mR3iw8OG/Gh3ytQSREIwMeb1GtO53f2dlE8JnKFNCeLDFRbSJnv\n",
       "MdfvZ97cDPULI7xSF7jGx1+/3QoTiApB5mPkinhlUD6r2V/LXvpcqAQfaLfh0kLO9Voq1ZKqJdic\n",
       "hTHpD9DwAzdWhOiPUoQOgwBETJ2/pK+jfqTClSHOCSB61HwwHZUAb9YwkxayFkOfgcoHtezmbaR2\n",
       "2Yn0KAqAgtDOY4uc/+XTA814S/Hyo3bmCh04nMpexwaX9wDtfDjpRQmlE5AC1P5Yb0L/96mxw2uR\n",
       "Vuezn/epZxy/fL/n70GFeIZ7BMfWw2mgJWKd6QenYA/JCA5UtwD2HPg0nCA9cBH9z7w5OZJr/9jB\n",
       "LlwTw/Ji/FvAavtyU6wv43KApstrYebXxx53T4er+jDP0BmluURiYXdzb/54+t5YjGfEA0XH95Ih\n",
       "+2aS9L6i/fpPBGFr54kIBBosGu7Dg+j/I5GWXqjf8YRvvyrGPvGhZp6QOY1TW8EzwUnAMSSwv6x/\n",
       "yiPxl0M3zf/TppavS7b7vwZJcUeOiIZ0PohZWbbPwxMFekbBKyGggi2MECHBghIQCWglFgOFnFBZ\n",
       "NM3ktP+RUjmn4V4jq/8ugBmTMXevjhWarqy7bOcaFBh5NmbfYYDRaxNKAdvAdzPCZ2i2AAAqQRvE\n",
       "J9BFbDYmzhy6LbRjNrIzwK9o2vJvQ08DkeogsHpmqkn37SNuAzPEzmtXYxN58RmXOTI5vlG7Atzj\n",
       "GBWEtNv211Q72q7bDQPvhPkrTHgojUpCt9vWL5IM+TQi+glvfxgd1h7d4KM+iavFv7nC1bJjnneN\n",
       "bXycRKHSV7VBw5f5LZUE8VzchWWpXzjAxbTpLNmsUPbsX3Hl0sJWO5fQm4jDjG5LywC+WhKRzRfe\n",
       "YrqBJQs6WGCnLEUP6CVLHFtd6VP4cGEHSkutLJKpYZhoYnX4hhPo6S40nchyiBK3Q7SSqKZUIpE8\n",
       "IzMi2wAAAQ9BnrZFESwj/wASV/XIEwGj2rhix8riUXK3Cr6Axf4uNPCQtzISQQPTkjUR/Ag4yrQA\n",
       "eKw7wE5nwF6DfUN2HY1BSSxAVEUd4Wrb+QOgjIr/AT/eaFHcPQH2TZIuNxHH3bUctGGTQOywOe/w\n",
       "z8M7ImJLzBlHIOEAhd8/2k8P+p3F/gZnFxD4LQ/GojNTzt89cqmeQE/TPkhauBd3+z3Jd398C3ed\n",
       "LBKAwOfKu9vViCUJpBcxHd+5pvPN0Ne8JJXcVaSLAyQ/pyZM5o51TdsxgFxa22NcJCiTMYNWWcqM\n",
       "d7T2ZiMA87kHN0BQBQGbC9xTG1xrUpe4VSz4f+NOleB367VwvGBwAP2FDYD7+KLfDKSsAAAAqwGe\n",
       "1XRH/wAdCvjnrdKl3eMjujTTFUtI20dOFrb6RC6IMaIzymEEWr6oqgPBD87fvDsGVNqqwszbR8KZ\n",
       "r65uyq+hZMt553+JoPVpyaWCdR2yfinbkLGfvBUu1rpLUmUiEeOXKi+NSCKlHdQFNRfoeVb3IWYa\n",
       "5ioAATb7ACxdOfKRwqukghS0wqDRiiHpDbRW78/ntYN59xBY8DzOnVMBbQFo/9+fQnPjyT4i4QAA\n",
       "AK4BntdqR/8ABUCjudbFNj8AD3mUq8BA2CyrzUJmbX3iMrUw7jFQJHVJlChYjjxTeFky698xJrMA\n",
       "ylkrooOmj7JyfNW2A0lqdStTa75tsI4mQs/oD/y1rz0GqgAF6kbh5F7/Bwygogk5VKchFPxioLoz\n",
       "uFraFBw86Fwt3r/eBU7/WWBTwyJMKFHRNg1cXnDsRs1W0ekqQi5ID6ncYAFD4I4TBLC2DkH7gH7Z\n",
       "ODE0HwsAAAEMQZrZSahBbJlMCP/8hAANKF+JCraQcWmOjbCTyNU6P4Waxm9/OvIfC9ZQG68F3MvB\n",
       "zbs5kCcx+DTq2djCaYp+22uUInobry5PWbHG8OSJkYHVfqH5GfawxI9CZPWLX4LNhXtcwXGb6JNw\n",
       "Rt2WkKVYb7/7uh6DxDeJws6ykEhM2lmtu04FhYdSxQQ1R8r3N168GOAO7eytRXX3ALX3kX7Tv4dP\n",
       "Wue9ltTI2CMBQV9FOxJ+tC59p6bMUmJBLLYAflQYOulO75WkLcSpUpao6DGWiwgg8k/mGJruahni\n",
       "lSkAopK7XjcoFchlXuC1but77XIjH/VanZ4BbzpV0ZnMz1k9MExe98GW2rmwUX2q0AAAMdtliIIA\n",
       "Dv/+906/AptFl2oDklcK9sqkJlm5UmsB8qYAAAMAAAMAAAMAAAZRlUqsZ7uVUFUDvf4eBf8wDJ2m\n",
       "ATlWc6RvpML/ohW5vZJhkNVEmgdFkKdjfQnNODNphcp/khEbEfa1ohjgHe1e/t8SwckgwLMwQxWM\n",
       "diO1TePRUgy+YIaisKV2UIVUx3yNnuvIqjH3fY8ZnJNa7vO48pCwlYVsmemkGTVwnirRw7UcqMoO\n",
       "fr6XOHU0Rrv0ga0NaE51Lbp9RsLu5Y/n1GcqJdhgBrYskcaGcRL4wrDrFA714cp8dP5/BYbsIg9t\n",
       "y/9LRWqIHzFeA5BwzPXL5i8CDmsZxmdQgLzW38ATBD2VOZlDj9h5icvu7BOdMYij/b1spo3gytjq\n",
       "xqKCRMXOjJbQ497tKfl+nYa9geM7WA+qsR7nI0nU+dpnj1lh2I91sNmOmt5z/TiUPws0TH+s5TLN\n",
       "aCvp8wKeCLd2+4AueWXmzyRMEciEvu/8uEkThRtE4SxwZFLkaNmpujYtmjl/C7Zf6SO/FfER2GmP\n",
       "ZdUZP7pDqTlXi7fbk8Ds6Z36WbWllkGrDU6Nx1yDQmazG2cmC3hdKwPAev8SQa5+9xA96aONIY84\n",
       "Mac1vVKu8C5pVlWsAN+ZUzGfMmNft5HdrIhOhnpCcbgkTbOj5Y3EsNaiMwY3ge9bY4OYX3C3WEOR\n",
       "rpSlbAeEKuPDpDEb/ang7H3uTggugkVcQCE04b+h/MEbJGuTIkViSN66F6TIQwd+K6jsL2Hm2tmc\n",
       "4bvs3cGwvGUOBwhLtMrSLNwVJJFNFowmdKwVYH4Q9cCvdUjPG1io0OPBlwR4FRgWagYmScY2OOgY\n",
       "0ZEYBsCyKAub6A/a4qkp8r0iTNOx7SjWR8hyp6M+l5+u9rJlyeX+eiGjIMRFLSPcTyVEh/o+LH83\n",
       "WRdbO9H8X//rFbUhtlu/LD8GtjzX0JC2xn68P6fRWJl+JAjaCUg5JiNB1TzOYTV5IlqaDAD6hhjk\n",
       "FgTUd6zV/hdDoF9yEFET/LE3qE3+Ezk/Q6tGLpo345uZ/Ss4/qJIOSc5mNYPVsG2OnlYBZMASDB/\n",
       "TcOLS59mgzqOCbkUwHsyKzuZJlyGWdyES3/kF/WSsH9lF7hrHsN13SeEQABcbamiPBiSfGR39/+V\n",
       "qAoHqtW2iT/+9qNRgfDFUPRBL1THhqcuccIxO3bCQ2k1QL/83NM0A69IRrf+K8dcY/r+H63/r7Vy\n",
       "pHMXOjMbfuLSxvtVzo54ijUMqLHNiui1j5bMqE2/WdvDZY+wOP2WoRK4p6h7JgLuJ2irga0D9ipu\n",
       "XRVFRQXzzbSEgRv60WzBS0W6HnOR7r6kP+UNr2sD9rzjnmEthA03NBbsydBEan88SYY3jb53aD/H\n",
       "8zjx9sUzCbfYfX/HbQ9jLzlRnXvJoVs8Y9Ac+xY1DnDeXCKLVZpWsKF6E1gdbI2dd4QgGbsYuvR+\n",
       "tmpG833kYgEsfAtsqY62/e4u/4B0aNW/t8g8ltscx6SoY46pWZa82vvNhHO4X9PNHzyO30hlCfRE\n",
       "d8vmhu2rnMok25Ll0EG9U68B+2WtZ7ZguQjbxI2XUYTXGLyCOMJrbGHJxAQgkD7CdtQPxqgPAhRh\n",
       "+0PBBIlQCXpTDR6gIOY0DZFhgKlYvLh5oT7tI6TDAAgxtojqmaWCZFd7fHytdgYOvfaRP9Es8bcW\n",
       "0yjek/pTX0o3126R7OjVs4wYeHkXV7SvcP8AXzzIscCbT8xrCuVNGQAXsjrDJ+JQ//+oeU3fWN0T\n",
       "/J9GyY2twC+LwXT4KMmc+lrXFcotQY3XtFRwFbDgO/nsyO6gKm6H240ErsrQVQu2bO+PjejyN42n\n",
       "M0hLU/I34+yCPwwcDCstIcOjctPimGSTIEx1XwWK2u0vymbqL3aIKCjdN8+S51tn4ikXMoucSEtE\n",
       "Xqry4vb6ajxpjdoODTlTYRcTpUwmHp1LfyojYP3/x8quaPaV0EfntB/ZRmHGBh+bMGmizvPt321K\n",
       "3e2l5mc5nwtk5xL62ybS9hQIrWzJV3G5OxjpYGiWUT6gFSGQcHD8wIn/3I458udiPk8E66HckL5M\n",
       "28Epqf4FE3/kkC/gSm8mhIiYGzSDA4EvR9Y4US2TqqrE0MzbGYEGIOk6nJYpetbyYR3+VkWuv/5x\n",
       "PG2mgFpjyRsODbS4J7zuKqt32s/s6tDe0vG8cDTT6KT9lrjaFz23kmn7pcElqr1O7HQ1IWmTZQs1\n",
       "4EC16XmQM2VGI7Mni9IPvGxd1LO//GoZwtLvKqiAuYw4urnj2F28V4raW3xEh1f9jEmdfT96rLGx\n",
       "JbdKZr73j8VVSK22/cHWALIk+mxvymUErA5IX7vV8XjB921QCfamB/8Y/XUjTVBMz0UyPkvkLDQG\n",
       "gI9xNubkUD/8mPu5aoWS2EKxhlRn6Lk4tAs9Y+PylaS4/0n+wnzPg3q5Gu5623s6ixrFs5MFWSQc\n",
       "JYUVetGbSTnzU9S5P/j+OC6Aiud7bbvdjj2VtXzj1yzifpHDubR/rqSBueVAfr8odnI/jKFxMtA8\n",
       "6tFLAZtZBBh0XzgrZ86b/V2uA90hGlz0g6DJzRXS4LnOhScjOrp2BGBw/yt21ICKrTSV5QJIBtPY\n",
       "wjuwFow4ammZzdi8ssJSxSyPHIPLl5kVPJw53MPjgwqXiLXuA+S0T4LdTUc7gQTWVSfnCiYvCHBC\n",
       "479+1XBfAFeZS4E1APri54fPv5ld3M55AmtPQk5nYwhj9SV8TGR5sqAed8xjNUlQK39zxhKw5So7\n",
       "Djdgx+N/EYtGuEUUCHUQcknKM73Cn9VQHgfN/WpzWv1Krv46t7aOlK9Yo71jnM8g+WLC4SYHVzNY\n",
       "fYPDtzWC6X9nppZk7e3FD//rhgYx4R+AGe4dckfu+MIvxYFDYLLMhbRxn8SZopUYmrUH6Go0Rq3b\n",
       "4+/9KhPo+/tLc6Q53SEqSBnoEKUZiBawan5IR5kRHu9QO6jA/6jZQBvnnRVsD/cpbY9uu0MAV/Rd\n",
       "vTq14xhDiD+NejeSpFVV7I+fwywUgcI5W1FcuS2+bCtg+RgdWgL55m9/HjA8n+tinyymEVgpW19V\n",
       "ugERuHhXZ3A6t6urKMWQgdt7OFKAtY10YvOEco7v4mY5TUAYEp9b4WerYPUO3pdnTLSSW2IONNXk\n",
       "koQ42az2ylJLrm625NG05gIf0xv6zjjCUUTV8VWFdorw9a5NjEK4+pg8BGD3BQBEYrf46DfVIAAA\n",
       "xq+c8brRkvf/4Q9CccZiptVMRfEq9cw0htuJoAjDEpqjQ6tGFTG0+svbV0GYppoawxMZwVBi/NuD\n",
       "BScYUEX7o2+N6C9R1n6w45yZYb0hHu0vFUPJ5oDk1Sb+g3ul9o/9uhkkkdWTJ/QelrB2PA1gowaK\n",
       "vpJSNoMlFgkF+y50BZJksho/Dgzl6gwZ2pm0FCVc3TcYVIP6r6VmqFSjTr9cp/TKEj6s2rhBeIgB\n",
       "/oDuUOEUGwq/Pn1YpkMCFdBIEEdPJtGJdxf1DZOjj3qC0ulP8ONuS6BNsvpztP06DqaRTVFOnv5f\n",
       "UBcAvm1ziw0w5Y4qHpkBvYwB8A9nwJwPMCldx9KbHNw/Y+oFIMxtO3in9SH/KYS7Vqd3tb0waDr9\n",
       "A8/VKxdhAkCcsnunKBGKFufoFXdB1L1y+esNpxsz0RYZ8fo9aA8JDQM1YmFsGM9hTcbcEjeYq4hn\n",
       "hgzwFTIp9zdpBlxeGPdrLv3IONWPYLtkzt8HgOueFmbKIHfXmsV4Ty0OyGvVsM7dRlwFoggTJVIH\n",
       "3Cy0nNB2GEUU6XX+h++WcKyG5jsrjRfxTinwk/lUtKJnh+jdatlbL6R5qNMPA0bWQqxXPsW+VSo6\n",
       "6zFVeeOpIlAYO05e/qvw8OMWE9DeIK2ZSCU4iwUI/QjEB9k9JXhwWrRpP41hcyokLahJxlXu5L/q\n",
       "Vl0k+Hmzk5z4+n0u8xgibTBZP5ZlYUClDtr0guwtetk6r4uYaU9Q1WJqFe2v9rXQGBygm1kzAGt0\n",
       "3NRUk2AZA/y7795JRobxTCyFvnAqeIsvXpxLXbtyDLH+xiDfOQNEhYN8tb6v0dftZHtcMqcAByuc\n",
       "maAFoW/tAjZr8YAig+kdud0JsN8wz6w3roWRW+qd73wQWZmIiYOb1smuQNceguByi+/HJ+n8xj2K\n",
       "Y++AazqNQW6cMUCxS1Egr1FVe+LDnVQVUoMd+3vdM7NwnX2Z7ka4PV9EWP1MDMg2lxve+5wrJ91r\n",
       "HJ/duIKPs4BykdEZsf/VA1GrEsO94XCzQDvMhtffls30BYsQwuoRjFIG7ocN7pAy2g/gpL+bwo5I\n",
       "u/FhyPKYzmJkMM4xgy31EMhD8+Yd7Dhm+XKz7DeCSOxzywGW9hq40T6zzPPM59etATyC+HXUTLyU\n",
       "s991zDhxvX1qcBS1XlAfwsE3ol5VlOwYfxGAjSQA/0ugGtSx5Ldtu+kp3hrGO0eNnxQykHr6iuIi\n",
       "/p2jy625N6TNcsvg4ttVS+8vksioYee+lB7DGe9tulF+X5SJLgAAAwFPaYEZEnMrRMp9/9b/sVWy\n",
       "XY6z0lWCjmhgWI9q3G3iuZH7r//pZ2EeMgA15LGFZvKbMJ+Zq7cqC7hFX4Aq1F6vJllsyVrneJrK\n",
       "QNdWQUxTFBKEBn8tiBFEQN0uFlQp0bAGIGAP5IlY3OjXu3fDIi03/Jwr2WAuRN97IQCV0dl1aaLX\n",
       "DBwGBMfIzXCB1hIczKS8p5788iGFCtQ9oY+LaAcY6E+kIH7IKNju2IRR0AUNRrrEedSlfuCxI9+t\n",
       "/xU69dXONKycSPTBYkzKejsam4+jyw8R08JXcDEgIxR05J55tqD9vJm8+z00D1QBxqGHzchV6YVs\n",
       "wzuN5fHXHRUjEWR1D9mNBnPrRCkGxi+VUagbvb2M0QvCgyJxoFRGhXYJbVyEHipdx4wH6Va8rfKR\n",
       "SIqIycBkNQpSyPWJlNxp6ww7FrCOisPrTojengxEICnetEoyinAluGSvfvjWFhqRngYc1yI/tUjG\n",
       "lNDR9YZ+htu7buECrM5zeejhA/QZ3EUf8HIieCr4VyXxRqZNI0rrl3Okl61RUtnubLizrGiKNXR4\n",
       "rEu7997Ch1N8oLExvPAJkaR1HbAnyjIw6i+Wr0H/K3e+B4lKSPxEHSdcsuMAAEJEPg6ZDIUHwu+M\n",
       "d5X+V+ERvFtziT7tbshEsEVaqq5VvtqSzkFyfEVZMinCBzS/U4iAa5loQo6L4KFai4D+odB19LN2\n",
       "n/SNa2c20nkeh4SzWoTtm0RyZqU/PL1r368oqxIPGfdzTM0UJsMZYD4ysGDf+08Nz28AooyEaEbx\n",
       "8YyPhLEmWMJDOKvovpCx3a5Uy8PDwzwn17RR4HzK6KcKxy1x0IzAIXFAGAyL7tL1+g5pApPvZ1DT\n",
       "Cyo1pFQKvNN3yn0trFou4ggRzJJVxGA/rpMvHR/9OwHwFoejViwAAAmmZQg5qVEqFhT8u21UyGJZ\n",
       "NHYeO44IbwfPhx7Awc28kzkjya6RHUXT/69s+FsJE4njbcoN+pLS4NYdZOQbAoMYoqYHpXPd7bg+\n",
       "RQt7HbCCM7NyMX78qMwVoL4uT4Uq64Ixe8hZPU83YRUbsPU5YPD12otscJZ+BD+XGAav+/E/dRqk\n",
       "f2VDb+S0I64KRcrsTnfL01mgTjsV9ujNAChZ587j7t7Veg0vmAU4gacYNAvNeN4NO0UvY7TzeFxa\n",
       "SFIsiIm3XJE/oHkUKpyeNOhoSjYs7MeY5ztfCiNlEiKDhHjg57pRA56hCw0M15pT0fagLssq1Y+x\n",
       "E44i9+uf21Hkg/NiFbarBQ00/UYXleuV1u1lZ+qMom60roFUirc7a+pjXummTG9lzBj9eZw0tnGE\n",
       "N4HknER73+wLsYoUBF0qapesjd1F7GZAVIOG26Mk4sC8Ev/J//fHiB9KnnB6DjKbGwwUPUr+KTAF\n",
       "6AKbcffV1aNOVY//TieVi2yCfj0fMLcocW2g5tb3B/enFEZZxz4/hAYV8Rwnmbpozj3SbfEFWD7v\n",
       "dhXXLCP0tqWPEDVrNs9oCg2Cs9zxmFOLo79B7/CKrW6VhWTjnzIl7ufVXC3dYMi5uSsmu8+r+csm\n",
       "njQd47dN52mL26Zu1t7C9e7ziLFObXqZvDMb+AAex4NlO1Uu8gL+IujtlCDhmKZrIPECgadpLFtF\n",
       "abgxnh9PqPPGpY/7I2Tl5hs+zxOyun4KveUAAAVGMRouCpADnj7W5JYV9W1CLh0Kp5VA4M5Rz6G3\n",
       "U7fSKFUC3gZsNRMViXOJJg+eIEo56UvEK2WziDHHCr7uf9Lpb/kybntai+5R7NwYfKU+8shLeFyF\n",
       "ftfY9VvqayzNDhP78krj9UeL2yEOYffi8FqMAAADAT+fZGdJ2co3uRB4lrhbP6rFrPlLBcNReB7X\n",
       "0iD4UbyihZ5S9ao4JTjLTJx5LWrTWLbD4ihcraaokJS/QN9VELOnClcAYWvEJgs9SgHvFctCf3mL\n",
       "0n6Z5jY88apiaYTAV8WJfqiU+8FCELKlV3o/UcAJQDHVd/GpJk/ch+Z3pD6r7T++2gunzIJbPraX\n",
       "Me5OliQ00nmW38Ynk3/k67/wkv1oKbaQaGctzDe0kzPT26TWiAREgOdi4A+DKISiDYfszC4Lgc7B\n",
       "rP3eNBh3iugBtlXdnMDZVyUzCwD5QFjreA0vm5ozMG2Ct4rxq4ANJ8iSK6Ctb3k3BvJ6a167tDVC\n",
       "JTrn/Yt60+s8iaNIOnyX3MLi4jHM39q/49Wri7+bJXxMZ0g33QdRRLYj6R/eeE3Hd9fnXLYBMWUP\n",
       "4jC2cpcUrvA4e4zxNtIlMtZDmxvl2SQU57jmUsLXnW7RG4qaAphW7bjqZpEvmKsdiSkmct1Uk1Ru\n",
       "lUDR/8tdWYMQdovvifmbptf843vIxj4ewLX4T+RkjCeg/vI5Fl0MmY/yqeBmkIco2j6noYqmMhlm\n",
       "uMGQ8PD/d3JxDqnt+0C+UwY4Elv2+ksbTJZOE2cq7hJ8Rsbr0PFeOuTCoIm2BJKpLnFYhhgAAAMD\n",
       "jNRVPO/+Z8BeAM5q9IzqCO1RBSwXisVTw+oQcV30mBt6F+1CL+7ve0zs2HHpX81IbHhMog/J8jld\n",
       "i00B4J1rfufeTR1o/VXiy2X4Xgk8eJOURr2OaK8Pk9RqqkIowjTGnBqdNiKIr1UGFP7MmTOa3U9e\n",
       "CCuT8VSb9pIko4Nvyo8I0vwx7sUKis8Aiww16ohTRgtTYNMy0mZmG84HYY6kKDGzySzveYPnWbvy\n",
       "ZEgRCOLQa3fm7W9PoXu8yX0r52MWm7MrmANfIgMo9+B10XC/mm4H3h4mAAEhHIRzOaKjZxSFkBnk\n",
       "nNsfbeRb9izMA2iZbfKmredS1fUUCSC+MRR/iaQx9zSAZI3ymDZKwzm2gSSKahR86QjwlRY3rTo1\n",
       "86jaFqRRri6Ejze+fyVQI9K4QabgB/55u99yxHABwdYlstDp+UqophUAftmh2E5kQgH4FhG4C7Sy\n",
       "Y/Acyg9TdtxaCJegks7KzfesOvz4y1pbUc501h7YrfWSZWf7M2XdUPzlfm+EkdxG1sNt9/h1MQ+j\n",
       "51tELaagm/GCWRepWK7vbMHkOkCcV+63MRwN9RELucrP2w0sSxa0LG5drje88LxBMbtQEGJ5yiaY\n",
       "WZ+tyyGXm2u05XyKMW6vhd2ypU9qzoKZLz4uPmzcYe9ZMzmVyJv+vD8hV0p8o1IAQ4MbbB9BuNN/\n",
       "AwmLU7rP8/LrvpzFCMH7e7RHDtK0cakK8Axf/+EAACVzF9GFRDUPD6jnUafUbHa67gglthF6ICV1\n",
       "HZaLYH4EaJmB2RxYRhamDhuWH47wIISZTstYw0gbMAyjhpF7roj44KCUIFhdjJp4/s+OgX50yOQC\n",
       "IZPnQgEMTrTdkpK1PBu90CiCInfyuyF6cDqPjqFZEaU83mNkrX/UUWpABvcVLPmE59fr4tLjrAka\n",
       "fw+KD9XUobCEncEc1wdJfji6TTika2c1jWVKdSn7y2h9nOfrybbG2xiWxOgeNU6RSOwlfL/9dEDl\n",
       "qC5vtkdCCM9RIYwX56+zjiB+IpgKC6AZWTkG7bmRkSBuzA5v2EKwPYf4LLwAMBkHZiGvaxG41ZvT\n",
       "YHcVkxfq86iii3h57m+vANTSOfa4xENRH36oKKlFqHPmz0sThuW4SjUfJGnyArpyXVxqgrokNm6X\n",
       "kcKlhY+rRoB1jJqYkUlT/8q2irlUs+dcGCdaR9jkOvXSQROZ0E948UfyEVWHyGFQZg31FBVXX7IE\n",
       "Nychh57He9SV9JX0oOtkTGRzB/wVqNsoCx30/YKgIu/QEcpnLyxVPb0d05F18croCvWleZktJ6B5\n",
       "9FpkHjH6WTMUqrF8KSMgDD6J3hKu0Qx9c1+bGKc0JMTJFb6LSYCCvqHxtD3cjQqvvJetVUX4k6In\n",
       "G94VPet4u2Lyl+76Va9sWx+Y0rhYorM5zFOsZ4k/G3TWHQEEe83FNNU5pvf3BjOWg46P9MqvcNs8\n",
       "jKtoV+PiS8SOHhLn3IgFTNEsWIk1HZXxp+vIER4+gxOApnaflLvX0w9YTnsnLtFqHitEoVbsQM2K\n",
       "QDXUbUfx4SRHV8D+7dAhkzB/sXXwe+h+vOczo4vwnP4i35Sxy60+Xi2wAAdpPbWH9TFcUpUUiL90\n",
       "BUsEnlLRbCGKIRoEDdS/4l8JIdMTswGzTv1RKWAyxoWqNGIuu8dI+UeIZkTj54rQjHiN0mI1khDK\n",
       "ruN/uzGLYRN+8Z49wMy3SDSco4pT5uZ5ns0a5iIU7pMKohDVWeRf1hhmybvQm68aeY5awHdZBASg\n",
       "jI7xSxluP8VyNjF0i7zUAHYLtbHU5bYuKXbDb52tx3bxWNjt6sbNhemrX7jF28jwvpU0gpupjf8O\n",
       "d41hDQsyZYMQQ5J3R9bVe5MdVkhSwAMcFoqpowrYdKSgsQ4U9oClcjeXnpoE5ce8ClD+VtZq41w3\n",
       "Hpmg5Ui5cOnFuuF41fdyVoFloalVfBFkBJY9Zj886yo2UN4T0OcYOJ+nU//wnKtnd+Yut9TuL9YQ\n",
       "3IINfPJvT9f1dH5fqZmdZ/CBxOgaabD9QqEXARiUd6QvTAOjFenuccadumo8p447HLpaIGcHaOGP\n",
       "jb978Kwce8Z0JfxYP98jen6HFS8a4uP74gAD5ECbsQKt+kloXWVH4JfYdRJN89kPk3Pk98mSkoha\n",
       "0mCaUC931WOcOYxftGqzOlEqowjaUhD092KKnuyyNVw2wU6OP7/D8quQLjT6nTmnM6dhtMRzrKp0\n",
       "rxaHwSEYslPKoe070Td6str/Qcx+XkJweqoUsnHXJYdBcyhrEsT5Nm4tjk//Nls75nfN8WE5Bhs9\n",
       "3NBg2p3dbB3zgYaGtey4kuFWv/ohdL6HBuPNhViITg/76i714mp7wuih2u0618bZi9yLyNvaspTf\n",
       "bEjhg+pDugk09Z9W51FD2LgcEr540BhEB6EtpE+j4Jx2Dh2nKxqnYvilFUCbyn+8VQgaNteOUFOd\n",
       "eSYUcwkGQP9iM24WDUvOp6GbElM9o+MhcJET27fldaeUXlSqGYdtxM8SMfCHcFfhFdeKAAA9D2wn\n",
       "91EGdSstv9ukHW84Sa5GybLr00PZ76aSkfjwUFupWf6aENX6ekkgIXekZbFVLa8snvuohuPTlyzj\n",
       "iA89YOIn7HyC59Xsi7V+ru57yvjtlyKIuoAVDwQozxkmEfIL+MVjNI7nWwNe4O8haDAAFYKvbtYQ\n",
       "mRr6P2jrcpIXeE4E/gUWdBerroOmsqaDNJN0UXP72k7cWFSjcKcHuWTAYVEazzqMHv5LYq1hxZzd\n",
       "04uzUw35Sfg5jonCqDHPb6+0VajVjstF9FvHHNB/vGxb58qhVdTg3R8RP5mkI/wloEWRFg2twzlB\n",
       "a3o7WlYj9lXkR+LID+Bb86QW9vvCvJSJ+3N+lh2xjPEb+sEgVp83rr6SMFAfqYJ3jvg+/h3JR7Cy\n",
       "zubXeZjKTz73NgRO69cVxeLAVqVAAAMcy29U/Qz7NuRboYlfQ98LxxOb6zPCTCVGaVJgQjcIW7lF\n",
       "R/rO6moW+BVLxUBH5Tt42FjauAzZFWAW5nQ6/yT4rfkMyWcNVds2ANn0v6SER1RvdfhH8dPUPRZF\n",
       "CwiSt3bx79DztDD5k1pnfgq08zCQN9nemdKSc1AS1ryovLVUvJP7SCyRQ4k+LgIAH5qxVpvQUz1U\n",
       "a9lUytICJxsaLhAj84FJc85DZnmygY9rHPKXbfcv93C3pDodCbWBkZYIOH3PjRJm/35Wah3BKtGX\n",
       "6NhAlu8efp1K9uo4QVQhmwggISB12dcPAccXAX9Ugjk4XIQCWbC2vC9nqM9NxNiIMWrrQcQpLbGM\n",
       "Xx65Z6Xe5tcvIzFW1UaIOqo8GB7e6e51ZICZZy+AgNi34Lg9a7PYpOe6rbJuGm7++TFeVgZZA40f\n",
       "EVtSmuEyvxKURpbGJvdE5LUl6WQ5XNdvlhs9sEopOExlBybqFuESa4q4FohsH0H8B6AiiMgULCwl\n",
       "BaSSs/Mdd5YeWB7gaSiPpc1HlSce6wtW9iN6xQUheVGB0Fd9E75k5PXn2IfzDAoUm2g5iZFIRQFU\n",
       "LyQnflqiOn2ZY69xxu/ytraUiq20JaZ8o9KxILkqpZ5+YE2KqRarZaQO+pMwucTYypp9e/Ih5IS1\n",
       "Uiap+Re9te2mO0biqDgaeFeG21uyS0rdLeaFnNxn21gjA8CwePl+WwiiMVbv/ulMQaMl2MX/O/pO\n",
       "uUUrtpg6JAH71wBYxSjRiBsgRXgjkgatCZnpgLnV6qit6OkUgjxqzQbte1JaL8+0M0ONNRq1K8pn\n",
       "XF+wXf7aWQd6YIPuT1ywEDJu63Er8Opb4evbK7gkoiPtODIQAEOfioeSGpWelwfelGvSRs4hffjR\n",
       "3iM5f4yOKi8eKpwzoSO3rkwAyJVrY8dXB2TOEtFvJ70cwV1i6qNKO+ZySshw5c5tpLHQ9GttSyid\n",
       "QYZVkNMKwo2QCTe7pWrldE76gcLwmS7Dv1+ulCZGS9uTCOvMaY+3Teth2DrM/faGrmz3l5PSPxnN\n",
       "cxk0YUtXBvULmc/aXhUZAe8n75zFzwbshrqA95mv44nZMCSIdOXMBrbqPMJBE/dx2zHCwKh7chVD\n",
       "VlLFFnQOsViiAJICqqAshIFQHhr9t3Cfg9bdtDF/i1Fp3Fxlwz31Mw7eB7lGnpjlcpD3RS22tG9a\n",
       "M9jMDnIBXoLFDGtWwVCBbl/9i7PRQFq3XAHAYjUeDqLit1NHyCZHWNFaWlAj1eu8ZMZwpkkq8+Ou\n",
       "ZzvNdEfTOz+l3VQvAfDFqsM/IDuJrDvgcRIQenzHbJLpPbR+Gm8adgNhtXxWl/QPbnuMWcUt6kbh\n",
       "ZLkW3yikOyJ8rdebWEly6wr/lpFfy0X8y9cS73TrEoqQnScTO7L2m3yijyrHnjyVzLF91E1AFZM0\n",
       "EG5gngbWfwOl9ndGY0WFrBlx1KqQPGOCLyq/C//PPXgnAkYsP+6oYqAqHUhAajoC/0QURTpWAIti\n",
       "T8OXMw+6xdrVEyVfdBoePH0f2wSFUVYPOHhuiG3eCZI51MwiM8123Laxo+eTUXdHs5P1FhEs7/XQ\n",
       "Z1f4APeFZUYjgVZKynoSvMgU9wVVnOXlaXEHiXkkWTWjngXrC8fr39RcGvfMOug0FksGJoqlAu8+\n",
       "pwzjdlogoiHaCitCGIgbTOucNdduFvQT1KIfB4GYWvyccm2E47nKL7YjfMuZbnam4l9Jaq91qRGg\n",
       "mRZwzCe3q7xx2QdUu6J9/NiYI6S9tmvZJHvxjEZ0OhuWXbwvUjw5In+AuUiSFlJ74zj86B9o3xFF\n",
       "U1bXTw+o4quVD0OPwvl5G44GfqD8MnDjKL5MvppsOS66zQX66oIXf4nGh9LR1Mrus0HigIScgQal\n",
       "LUgIqcS+1XBnQCbamtqFc3uc+31gFCxgH9cgVou5NGRkoshr8ouaoApvj5SVpau9Fh5Q2oUGtVN4\n",
       "nGBVxivk8Vb6upjbdM3F2kxOUJF9n29wnITmgHTlPkPBIY0z+jvYy1KGdMIaaoneS/78rm+exSs+\n",
       "u+9GydiDKU3CDybPYPjNqrCLbjwoVs+2htrW0MsakwUQj9KytXSaKOYgauLxgtyKF6V8hXSCb5o+\n",
       "dF9Eut54MytS/X0TbuxOtMK0wEuGkL+7EPAAWndk6+8nupz4aUoBAhn+RYpy/7IsjnAH41SdMbGY\n",
       "gMuw980vaUhziyywu7iH574Z28Av15xM0swribohzYMJlj6UR+uhEIFjLTyL7sYe5UxLJF45Jfsd\n",
       "TLV+0GuMJnQQU5GzWV7B0qFPbETfPv5o+6bkLVxEayebnZngc657XailNk++w8Ifp7mtfF4cg2un\n",
       "donrQ4qJBPEK0Feyv+v0Ls5p/XBC73twAZbmUxUhFGQOPicVkhx18gP+0H2oLIxyAHngcaDuu6GR\n",
       "cRmWryyGlfdUpaiuiExccIuokUKYI0ZFbV5M7+PXR5qOMYyEFasnt88II2EACfSnOKBv5253WFSk\n",
       "KEw/L1unTuFGI+HNTf0Ng7kodeuz7eoDrh1r1JBOJ6dks/bT6QwPGBVVBkX7UBwL9tUkfFZAi1Ul\n",
       "5izsye3aB/84+c3/6eRSJxFX7SQTpgSZZiuPipmjDOwkjE4mDSrecui0yVnW7sN1pwT2l00lo6KM\n",
       "roUFoXloe9csKh4iKQbXnsFkKomgRrWaGk00kXrOY32tGr/uWW06GL61MuWlG+bWTPnC0nNxRf+d\n",
       "2XTPtyod/jJbv/alKylHNfWeOj+iNfGNZiicyBd9Nx6O8L+dkp1gUVcZ/wy6K9KbKg1RoUPtJVxB\n",
       "LVNK4ENwlWFdgZviArgeMczxEpxTicLLf57/vZxSbVs0sguhslkqTWY93UjezjeuWfeYBSDDPla1\n",
       "Kj7/6XAJ216fB89fRi9rvTnM8zJEaXtwu8f/ex4L4b9Kc4tNx0gxN9Z5U/e6LL2pPk59YDVKLmIz\n",
       "Yn/c68zczeD/yJSX10cglioa/1RcCRUmBxHvnCc3U9wQv7qjjntmEft5fBbVhl353yAQJWT7jQA2\n",
       "WsMVdcqhEocZMZf8JMelOzNxTEN8DAn4y9iRkPAJh/QMmFfwyMCK7/fRp48ZAk5coXpf5D0vMysi\n",
       "QJJINnsHXZ8tGa6wurMpgi0lUJTjOYvSrK8XVss/TsrXhx/L064hmC0TozI6UK73Eb2gUAVoPxu+\n",
       "tf2mUQM2uWf4aVi7tMCvwJEvv/YQiym8jfkWQT0DNQRdp6fwvCreDO/EWdDNR7e6sDsGqAG777lc\n",
       "pFtZ2Hsrup+/jl5CiumbLh/F5rKzzk5vJbEWph9omw/lik6CNNIB3tdxyEePKcFP6JmjIpy0tm4x\n",
       "qo7PUkPfb4gh4Ry0bSo+GWPtb7mwREP8e7XpK1u9jlvrR2nYmojdmqiyX8gc5O6jT9j92IjOLUAB\n",
       "BYJTC+ekLIWmnzO5YflqYNW3uFBokK1epbp/GcHMB3oOj1Pv4DN5zGgF+ENUAN7lURygZb6LIa1W\n",
       "ZUWlKlV7NIMSWfMuNl3Hff5MjCZyr+XJbVda/u3NcToqksmujOS5sJUYLEOAA5TzPbYjm0MJPNCc\n",
       "U6NT0FkhX394fASzp2A3uZwZAiSlYdOuPcu+tcFtj/trfk1oPe0seau7eu4DjAm5giUgTBhwNQi/\n",
       "ePdswdJ/3ifZNgsIyuQAuN9vihtgJmc/Sw23D28V+Y27OXt9xTSKBZIfAXtzIOwIOTRMSjFxXmCH\n",
       "4c02e1QN0tQ0ZfPzwSo8VEbTU9KXc8TBDyazpA/f0cSCUYxFDnfj8fBLyifOQPCF53bq29FFTt/W\n",
       "ceoEthrCdRzU44l/Z+vmdWooMvygfgwsN9ZERwI9gfYNldjj2C5ACfDTGx3Unr7poYXw7tIUTc0x\n",
       "MQaii3MFCmAhAXvEV2RvMAMBYdl2tYP4QNkL3g1Q4IWg3JhkXJfKe6Q+PMg4S956nO8bDMpdAwal\n",
       "ZAtcsjnvqLNcVsK4ZVUdCMP/x3hYiaMDioquXRLSF+GUcYRIAAHtPwUVAP+0WqwMdw//2imEuoUc\n",
       "yoJtIMREau5E3DUR3w4tuVFMsJ1BQY+8BZCPuCbif/ArJ7KjF04pW491HXemQlBr1SmC5iaLkk5d\n",
       "i3xbEIk5Hs6waTxn+Cw02fEJeAnmrUYb4W+N7WW4lXyf4NMDnrkJ8+U4xutUxDZZydU7QkHhDpDs\n",
       "weV0UO3zmNledAD1zml1TQv8Hi1O1Hj9TZramq8R3QyvmVmVxc1RAmoGJd+2nNoMstnt7AZTRc3y\n",
       "2dUg9tNclvoHvyXv9d9YmxZ0qRj/b/WfwMrLDYdsYwbXNpn/rm+PlpKat71sebW3XN+4+VGA3qkJ\n",
       "PVqfsuWLISf8N/8A7m8mfzrwBsCFau66qDmhPY0Fvg5x8jV2gO0YUs3NiGGleOxydseEYNun10A9\n",
       "cASDnVaDQeNLu7hbCQLBSbaRb6Rt1UBbphIOAa/bKj+TdKHr5obA0fpjjg1D1h9In4MXiN0t1jJ3\n",
       "CO8uQu3mGZSdR5txte41knQVPb8a/z1uD/JmC8ppg3l+gdOr4p9a/c5caKyfgyHycB0bkE5XRhKo\n",
       "5+5cyzYtDgPJ0oX0PlRjXzz4PwAgZegb6jkokoMDKw9jr4vCmNOu5m9yU8zH0qr9h0P3EfYeVbkZ\n",
       "SAaKa/LJvj1P5Tb+y1NevsPPvBmtrbIBgxzygZn78l7zHGkSAmTjLF/OpGnEKrL674Oq7dfXPNAr\n",
       "ofnNY9BI66XClqPEGvBKH0JD4SiVS5s6B9HujcMhc8fVKgpuioYtdwqzOg+U29arLSbwCN9qYodw\n",
       "+ixbEkoKuOXWTEdxqWpwTlQGey7fIvGw1W3y6Lh/wJnpJBVhT9D74WrBhsCBKfRPHUXFTGmwERKa\n",
       "yxegq9B6HA+vXMS2hJQLViDqRD7S68f6ZDOLK5ESZUf+e9KHuhGUH4hehYyDVGqsMEP6RODK2lPp\n",
       "6NFxvkAZdKmDXjM6b8dDucLKlFO4fuWUYn5dUymWJw2SwNjXOneCttRFJsZ9+ILncue3JZ/FoL9X\n",
       "ybj2INE3axm1/Bn4GUWOFxVRsyUdc83Lc2A3uOakSQuhi9q+Ruiyy5QdtnINAJZkVtD8wgQWzR7t\n",
       "tk8qSWXqnsBxBqhCrnXvlMfPRNZj5x8/7IEzPADT6MtrnH5YICuE6it7Hi026aCqFURlD9MIjvj6\n",
       "Jf/T5xf8shNM9D9n4bYf95nvvQSZuzLupRLCndDRVfV+HZkarnJEKT/DU8sCKAAFGzba9PgboFQ/\n",
       "vUV4iyXu0xRxbeRA0bbwXfQWoFOh6TJbY2QGZ8RtuyiBlP4h8/5Mc0oO8YMQG5RkVkB0jYib2JNc\n",
       "/1yBUlmVG9de05UVPxU8x07E9Ctz1srbNPWLxOzmFrSkrnGXPqUJ4C79VSFDJtM6394zx8Bei4AA\n",
       "KXlLGiSQO9grlgt5jTaAZafWin73/mvJ2FHEuJeXwsOzC6FFjs/rltKM2KFVmfrTzRk3qxnPt9Ea\n",
       "Z4Hol4hXyGK1OTiks4/SAuZIBPbgf2OyeHhsbexzbVyIBQ0tgIGgN3aO439X75VC+EK6Mrd7t34G\n",
       "w6eBG+WtdgE9brzwTZwLdcRLOvye4iwAX1nDasnFVKyjb5Ms7PhpO2UzbuPVS1SNA5/U//3HKSXg\n",
       "x9HtKM1uCmWGv5l/o5Oh33lk9ufYXrqpqHob6jh2i4+p9ubtQft6dkzTaoVII9IPklj8sAq5CuAF\n",
       "juXHbfLyfv4jdMDz8ea+7YL+fwY9ndYARQc8pP51oBSoUJNQRIh/uk0R+e6bqMZEs6LoOOmxTgmZ\n",
       "OXN5VeGFCOc+TumL5k7dQ0utsasfRB2ArR0Bu26bQYjgraAkxHZzd4Lsy/efQtyOzCToRq61rAQL\n",
       "MmrBb7VNs3Iu9WM+3Yeerp8hnYGwb+BNWN0+OAvsJpd9/iX8JYIhZCFAdymK1aM6y8aQOo4Zkemw\n",
       "g8FJK2GJH5ovpb/hK3Q6ZltemcQHURxK4dq+3nGLsKjbPU0sAGFIGY+t0B8u9ARNMqHzxObKl0fc\n",
       "ZR+GZCz2//9nld/zRYptrE7nzwjWN3THVsF4ukgVNsUn2FsbEVgSYYs+cGFa8YbuEBpFvpJsxwQy\n",
       "Sul9DedFC7nlpP/4xQj+p3qsej8fvG7cpINbz6SVDt3hdTkv3j7LHcV4k+z/ix/3BIoY6TPCFRfH\n",
       "kPl7zxnlOJhjp7J8rD1nLpGM7FAlD61lwAUhI0gmcXCISfNfd1eDm2JgH2lA3W+4jZl1GEi6mkxV\n",
       "Qb+cXu+x2UP6R3cAsf0i1wYW3kBI2xaf7caHRfgDwb0PM9QbToIBhsDzniiA9EzSgsKW+CeRbqdd\n",
       "v8ZPAld8SV7mW/xL5nIjbnZG93teas71jO1XNJEWVzW9EfHxcyfTAv8pshmWoNNHHrngBYWNbBJW\n",
       "nvjFo9ZrfC7CoTDkSJ7u+I2i0LP/ZPCKS5PmPUlGxydTXlSJfdHuXNs85AVfnj32AokQSkOPomR0\n",
       "s0fiMk6Hk4MAsbXYVMqIpf8OiiyBV4fjZ31JWCrjnXsA4N6HGGMNDmXTZE/oQ0F8c8Wla4w6+QhK\n",
       "vahoYzkw2qxoWAwWSFC7wReTekw2ze4Nchd2oWll2acjRL0i82gHXWn39YdYV0TymSlrfg3gHtY4\n",
       "gQj8B2b8bZpnOHO3X8LphLTey5/ynQy/eufgAAPEzk8ot1Gi2rjwltOY6mAALhUMNE2UMrFY0aW+\n",
       "5asizc65nsRYRm0qwIWNNk2Os88s8YixrIrM73olT16gRm+KMcw4jH45F4ysWSNp7lz5t73Qpp7Z\n",
       "ZcRWojW9RRj3ZAySwwbXEWJbiNIPg4BqgiV4awV4nWd7uk+H1BptgavrEq6w+j++a1ORU3+IMNfB\n",
       "9B2L3uT10x7sT28UD1iU6dyQoG+Ppkme6XcYMQJQlssBLWgwVp2+V3+Yaj4HmDxsFYj/GRuJhjQI\n",
       "tmcwm6kDPmJ1GyoEMW3HJrG+dqzo9vBiIb5SKoUjHrGOwERSjUVvMxyrlwn9sfjPIeQ0v6vQBNAI\n",
       "ltNshjUWIj486Nmj1nfs5+TsFZN3I8ipkQVdwX2RZ3ps0uYxS4ynMoihIuLDEaf1QBQC6OxJLDyE\n",
       "kw7XnF0+2XYqkIfObf9C5F7I/RFZ1dxX7M2OPPiT8ehoao2MHgmu4J2mLXtUOZi9hp7as5svuEZI\n",
       "rlgTNNThxEXiSdKuupNlWzcCVeRtgU7cJ50pxuUNIPrbkGAGKiBLyKkD5NAAAB+xAAAEfkGaJGxC\n",
       "//6MsAOkqdEAmeRS07hk1pxahShHxwq5qfcGSYmtLZUsykqDm85KXcAWInskFahNzpcmCc9EQAE0\n",
       "rBBoS2fIqrX+8uGfpzPkbDDLfAomWNVdMeDjxqW7VrleAjWXzn2X51gifrECCR6VbYXkkSpp53h4\n",
       "yRLDvpI9D+fvb0GizJ9DT5rCh3Rr1wfVMORTriOJZZtOgqj6eD8KyuSaXVramSgOJE1oCj9WfLCs\n",
       "Rgbydz2P3s+uSv5tZFK/4qcPwXI76HCuhv1XV6CSlgi+KymGINgvkxjeWBIKJ0eqfj+uIps6hU1p\n",
       "yujqDkg9q1D3uEevF+tEgnCe+mizsZpTFvLyqXtC1ywHmc0p5wZT0a6/mRspPJRZVygtbNnyF7ku\n",
       "G0STolt/lp2ldRrcdrf0FgD16aguA0AFRpvD8v5tbMgFB5egZ3+rhtLZM1U+ra88R22s3cJGlx7d\n",
       "sSLR8ptaf/RrhBP44kXoZwE4Wz+vjJqncprFP7Od2FGyTgM+8SQnhIh9W1Yy5bUCe4ho5BAi8E7t\n",
       "hVMFbvD0sD2DVI/Ki/sNQI4qBDKQ3WwxEgnmoi+atczygA4YmJ73PE9YSCOsVntOhOfU5dJ69xWz\n",
       "J1jv2dXXMvobGEsZ4Y532VOqyR0uW8NPI2AjcvZ8vTUjJy2fey47tUoId4NKonTU92SoZwwBMXxA\n",
       "Xt2l9UUZGhdXlDV+fa/xzXu9laXLh36hQr73gQEIKp2+HPV25wXMyKkXSuP2WhI6Z63YPNa0PFwz\n",
       "NydJs4V22O0nIe1Md7BJ0oG8dPvJEs1F7T7nSa3+uUbrb645BjlRvljcnOUoporX3TFYjTZwu529\n",
       "bI/b56KJ0qGDJy52EdRgQBfi3lkUeA5bSsuzJCINnaqsMXnQWG1yCPJggSgjAFwIQY8eWvdKrIdm\n",
       "w60PQqw1G5BtJ8BkI+RvqFdxAAsH1Y2dQLosOxUPu/Q4r/mf6YAg3rTjRE3WZl7wCxwuZUKfwyUA\n",
       "tIDxtRL2E9RccqWilEmbJZORRsNdoCRkKR2OACZ3g7HKqJfLVwHS+1aCJh2wAABTlPEevXg8Qtq3\n",
       "bENTPAf6ddn0M4/C/0ZDNTIlCu8aF6dDy8qaa1khR20XkwMEVkYsULOCh3PCeM55Q+KcwPYLJx9P\n",
       "hBaHjGuCqnvM6XMDT56HLyUpCUXnQCnWTKH0FvEq+UowQbk6tfBtQyv5mf1e9pSZgJl0c2OA33/R\n",
       "dTCR45sQu301KL9D8jEB7SWFKgVSLTagmJInOHdMnzqW8OLofQKdWuoIwf5JZnsYOjbtNCBL8KV7\n",
       "Jmf6J7bNfSlxYjxqaqMJDX8FilwXQD2I9fhRS3rhyo2tdPePbBUf+AgYJ6xJEvR2xj+HEYtvbRA3\n",
       "xVhsACv8xX6BZ4DsCl0JtxexDMn154wDy65VBAPW1QyHwziEVVwASmihfn86h7zzbW8K7yKr2hG5\n",
       "9lRNfD8Q0linTy1m6suAKvQ48tgOtNu++YlDrxfmbx/+LbA4fBZLHdKZ76QalFyoxhPdpJCAebPX\n",
       "s4eYykoAAAGmQZ5CeIR/APMAx0pYQmviRdeZtHCpHcj08CHag/XXnyqudAV2vUAH3BAWIsevLLE4\n",
       "aX+UYEIy19t2BLnrlMqt3zpIalqHpHfEn9vIVP0aO1EtGOqnMEWQhi2DMk2jMnMU9ouhBs9/jfJj\n",
       "CjhxeoOKTqDvOV5Dz3dQ46N8KR95jMOKV/XSGqjtqIRZq4zJODHcTRHnDokS3/JLCRutoNnuKO1z\n",
       "MUq8KC9SApQiuhrtuMm0kQtwyC1Nt11xyw0/Dx6q3cvPmb7oRNPiAg9lCHBoOpU7elkDYjCWdAS4\n",
       "ODsJMQTyUfo/rJgcbTZbCvaUYmL/r/hWFf6441kDzlJk59ff8zibh2GHWDZ9RBgtdVmj3kP1l0ql\n",
       "V3ozNHySo3uXLOWY5MSWLKJOrslvPXd/6d3mKKb95bsdPlTigi+igwl7kz5L/htu8GLPhO2cajEM\n",
       "pMz8+PZwB2Vc6gL/D6jtTzi6c66yC3VWj0/9EFk4yNriXtTEEDhzslKX6NK7+uzbiw0IVAbXig4G\n",
       "Hqnd9Vmaa5zIgXNzVJ/qF3GCf9K7prVzsGZbpfHoakEAAAFUAZ5hdEf/AdsnP/jp2Uj+aQD7zhUl\n",
       "dwPVg5CPEghfCTFggAQ/lq4joviMd6VSynPMX0veEAlWqSfWnBkSJutoLjQD8+TBcYEMWqTw3XRz\n",
       "6a4lcMx07lvjnqKZkTUlq07TuEZZv/Kucb5lLLQBD3hebFKLzjPj+s3bRVudA1WQJwq8P8ZL84dU\n",
       "Jg2XY2N2NfZvkS84HblOypw8/e5Y7JYwy4lnGoKFs7xoSHKnpH2bv2ZI6DvE/q8cYU54Z0vFSyP/\n",
       "cESUzvK44m6oHZzrwfrUkHcwD6Y73aic5OcWwb89zMxImk23BOCjdWCAUQI8Bld85g/S4RLaPVUP\n",
       "Q2rdUxu7Oiw1CO/oqrXA6GaQHx2fAUsvIBlL2F1eCybrOD8pOMxCR23/eGASbFktQJzrDfZU8cS6\n",
       "8b/JavnJ4fRSDDiOqgM5or7gZX+8q3XxBvtK5kFX5moC7wAAASwBnmNqR/8AHQgfOGkTl7QazEw2\n",
       "LbjHfFRcRuywMwAE3sN712nabB/qqHjhKm0OkB7GoECvnsYuwLA8/YqS+hBs5Szth4ES964Qb7rQ\n",
       "FrpkvTspViOHaSuaXUDgoP0BmPzP2cJlfOXZ6XuR+7f6CGbPzVCtNPDn2wvTn15CJMZ89xpZrhrJ\n",
       "RD5hJUYpOKxzCTpJuLy/3D2nwygnKKLQZtjgeU+DY3nhhVcntitYJSSiziB9kfInOMyqC3B1AbCs\n",
       "LwBcPU8cYHAGAuDJJyGhKqtduyEmyMMLKVEL8+BPVe5O09Vw4MoCwDm/OiNjVpoB5iWDsc+br3cv\n",
       "D/2ObtCRjDCS5BdNZKSbuXTJbFlWAaV9SK+E/+YxyjrZuz5ll4pvIsAryTo0MmpCY1SSsd0AAAR7\n",
       "QZpnSahBaJlMCF///oywAKCU4rsnCUJSwhN+1E1xM10cShfnrcWDpkQBET2XZabiTW023raNNCSh\n",
       "pk82df2DD39oQ0/8hc37H9EyZWnXZHMCuC1rO8IYsFf/xVmp1qPk7pC2lhoQi98y04DBiW6+ePIJ\n",
       "p/Zg57dOB8tItDvFapOh6xBk++1d1Lf+fdRt1oPmlJwuo+TuG1A9gksO0j4wX21IlnGKsU73pVH3\n",
       "iKVSVjumVK2VYzAVs7uz6EaduBswHxbV+GkOmIZrfGALC0mKP4aJHqCyyhBEVuJVagx2nlxQp+mB\n",
       "BA33PfaN/Mz60tcp1rnFrNuR1nx+3+kIDrG0cQg2lNVSJy+8VN3rkUW5dZf6iNPTJY11kkCGZYoK\n",
       "JrU3C7/T9M6xTNKenBvjaPx9sufnA8ZcM34RkaGKP5DE6lJXwJ2uoqwyBs/WK96FLqrGwRPba3/L\n",
       "fRmr+ugzC3/NbB5Ge5O7jtSFpCBLU/RJwL2QlPIih3D3oOZ+R1WX870+Rx3er4o3yW3NXQ+4GSNY\n",
       "HmiQv9l71ICQQNrFqbnewAZl1vbhZCd/gtOGhLUJLeYjx4lHV6BaoQGqIvjm21HjTLFQ64QvKbdR\n",
       "HYliT04vy/m3NUP+ir0lI86UK6Bmsyyg1ZKz4fk177R+b1cizsUJZKYG7W1OqSOQnYIvB/+XC/d9\n",
       "v4CKaLe0MRLmDYi0cGYnjDLeaLIE/HboU7okw3XRlzJ/92mcJQjRVI1J4MmOyJXqteYbJhMEnCx/\n",
       "YW3U5MOIlAbLTkuEpe22l8VDNG573qmgT0/vg6ivGm0Ofy51hvbnW7vVSsWywDNFJI6Lk/gAJ9su\n",
       "OeuYYe7H0jo2JyHWsUNuzj0F7Us6oL90iVMiCpGMEpjZIui8bqGMmvOoyGiaFsDdxiVsxRKCkiyh\n",
       "fldI1PudMs0S3ix/m7JBML8Ioiho/X2flICW9qPn5XXHoMhSWENn40g74NW3DRDloSnVsXqwHe2D\n",
       "QTLhVzX9lcCRbGQkQMSl6rCmZkf7EjcKSk9LAvHE79i/lAKiLjNnJOSJV9LmNr7q4RnO+qOwY9oI\n",
       "tiAUS/gyauBUMfqN7yL1lSNi8+iLsboB5PI8DCsb7bCoWcvdSurAzZ5lw/rm2viFdlNpJ4Ry3Ct3\n",
       "cYDDr0+m4wWfNUMS4jM5dTnH20Y7qpNSF+9M3sRDwBw6FkfajTOsVAzJT6aUKv/evj7TH2ki2Ky5\n",
       "gElWcB9FYgyNglAl6RfBEFWwugfMLwUZdcCc1CKnJ/z5ToOKKEmoKF+rSROkkxPMkHvqlu3PZdTE\n",
       "SbS6ObVrSmnweXpT0sYtvpXgc6SRJxzjEKZvxeZC5WUkDS11fp72j+uOJVw6l9igQaafYi8AzJku\n",
       "cQepF67tRCfZvEqaGI1tLL4sURI6/KD0Xu2+bwtcqRClNJ8BedyZDXKdzpv4Xncj9bt1wi/3sad2\n",
       "HBgfaBondbAQFxfjW6lpq70urZntn9tJB2slcwcLEN5KSyHUtoqGUCmBKlnEEgKibxORLVl7J2bN\n",
       "Xi79s9VXsAAAAPxBnoVFESx/AB0IHt4G39M4l8QzOkt+I36eBaiC5JjlUABYc++NakYRaWHBMWbq\n",
       "HeVtb5bQHQlpQ7pbLf29xV85Nzsnn1uvRLegRYmWRTsaY++oNBM1qNYflpptym9rQghuAhmuvPHg\n",
       "Z/LHIUUvKiExAdJo+H0XakTuk+rrldpEndjNMx0Bq1Lo1Yp13kKbQExCR0G+MogZyQwwa6qL66On\n",
       "AM7WzcrSXZr4tmLU9OM3bxVMeAZ4ZjAY3A/px5MJQneOpIeXeZommfEg0x7Ph8V2sjo0pUdaYbr4\n",
       "kP5PeflttBq3gDk1G8V28A8ureNlyd4kbAFkJsVuxbb0dUEAAAFmAZ6makf/AB0IHzhpE5e0Gsv8\n",
       "Qh4VlRpSSKq32x5WuWuRxEAH0aIdFCZVYf66/E/2YtBkn5VxGN+ABmL1yUuzgKOLfFb4Ydpmu+ko\n",
       "zCgrCDd5Ql7Q87WEWc2juzeiWMPYu5rc0Wis5zCg/pmVdS08HvxWmQ4Ji2FxM2RJdgwkVd1gO3JI\n",
       "46nGwFUU2sIYVnNMzMRljHWTZf6MRRBzD0PmFJNiQptcfxb6Jf0FhCc5erZYmBoTrJdDXoB3S0hm\n",
       "Wr+qdAZJR7/T8VnMnhqTOACZsTHeanp8h2oehajkLCRzKpvcHpkT5bumCrCpnAT6EAS3iGONb+U2\n",
       "5XdwE4R4lJy+Hza4/kBLCJYGlZf/MnQgPrrgLakMSv4WOt1CegRv6rNPWtHi0u+9DthBwjgVZfa0\n",
       "62FMcs2gTQ96/loiFQXLwdL1muzWSsIYB0zhfFxxgwURSGokJbSYuqiRNQwxxU187gQc5xAUkAAA\n",
       "BAVBmqtJqEFsmUwIV//+OEAA3KMFe379Drkk9GcTKNJX5yGaY6p9moCwmk0douRmFdg4fPYhs6K2\n",
       "AWIBjDomTt6Rkx4WxLPG4LjAd856xEsTIANnyAtvlWzGRfTv28SxYQTPSlZbHrqvkRqeDb7eTiAl\n",
       "FGEAH4vwYTKvch/UKGYzKewliZ9k54eSCBBp2/LAOHDJvO439/41BfQbJrR8E3vq7+LrcuxhEFE2\n",
       "BAGERhTF0E4RFG7RdI8/uP4rhPjktyoNj1R4xUwYetj2FkYHtoqSj5mkkb8v5q73/lcXgKpY2P8M\n",
       "hifoAn33QYu/LisSVT/R5uc7pne5ESYOpWuAhVMGNE5VwkSdTv0uDwMVOuYIwhrPJcmNV7vZF69X\n",
       "wqfxQ+uoLIh8+AVrMTwTv9BWc1hybOE74WqPuF7tOjPt6mZB+M++UepwXOpk+73UUp4POi4+agqE\n",
       "dR3c/URz4SqP2zKzbRQ02tC2yiSN+AOSSA+UVs44fENy6iXU0w9uJBpwSONjwjQA41yMwCspWXoa\n",
       "cXlgaaG4w2rSjhWdNJLH3DMomVvhLm4yHQMVIa+ChJrgW8lDsiXddRzRQ64qLAGwNoZ6DzFVIBAC\n",
       "n+1LLiz8TCqDppTDC0yJjcx/Pvgpp+81UQ3mhQUbmiILsO9HDL+XWiUNrugDQehxwiINu0S2Wm99\n",
       "E6CSaI0ZBRCzAqcOfdojRiH6LTo7rqM21CMBg/XYub89UFZxBnf/yo2YICWDfenUXmL/548gFZ7k\n",
       "Jcx7Y33Pz5716BhzuZG5m4oGKaeokSjB8UCalVJueDWxueVQ0SIKyfDkad9wRkioIp+IWM31PkRn\n",
       "7aaGfktRzaCVOmVAtg9TA3Jmzx353hGgQp3KsKHb7hqz8TZdI6Fz3JciZ82EuFS3jglcR3vR7Gly\n",
       "j8fJbZv1W7CXDUm4yxcmRIH+iO8HqfH6+J0VfdnuEAAPFehe6MNdHi6oc3oVsPD0Irqf2Mjzc8kw\n",
       "8hr+az92DqWlKBoJWwE5x2zYJOI7d5w++z/QtESWzS7hKARZHyB4TbFljsmt2anqJNDEJl7zcZKH\n",
       "6nc3vJqXJXaa3niMnlwiFqtC2bYdBMYFRHnMB0tX5GZhps5iNmUEiZenkOijo8KevRi14rB9rMID\n",
       "fU428Ns/ycKTSJ94m6y/9W/fxJCY/ZsKgfCo8y/9Y7eU2h0wXDOK3rx1ywRkejLnwV+d4N02DFel\n",
       "GLuMkNS2HiusbJ68ZOR7Wt3Snjj6UZdWyAbjzBikeWJGjxpd72eg9JSJiE5AlhVTAoY6tfWp2WDW\n",
       "9F7GBYqybjbrMhqgEo+2TML+zF5EzSJ4cOKA3X603H+kk70j6LfWpDdErdkf3N4xQnaPFRD0MwYs\n",
       "Se/8vMEAAAGJQZ7JRRUsI/8AEl5iFvC3TzyLhU+aaV+szSNZMi4fkKkAE45TrxXbk2ZwvsPk9yDw\n",
       "DfazNOIaIXFYR3hNsyPgh365D4iyGaxLH0Ec1I82H5SftlIR9IJB+7D7T47dPaD5IXjrkU5MqyM9\n",
       "LBANx1eHrGa1WTzPzFeaKihkmCHJ7DsSmzrOYt1pez5PK0eegKeNAVfydLbsQzZms3qnVER1+uHx\n",
       "cs1HIl5llv1oB7aj0bFs3u2Q9NGW17jbQEzPiXRlDv0o5yuUkcXV5LS8sJDW1uAhwzIBFATdoovd\n",
       "JEeh5YMiERnT/FORH5V+jnGma8vwJw337B5YXZQ6g8Elqy/rqSZ5hbZkc9Epw9X7Q2JJ/upQ5/+E\n",
       "dExlXkrv/O2BRHuUvyYEdOdsJsd33M1JNAIF0MlD8jg2mUsENCJYKjTR1EOiH1t9//4be63aspwq\n",
       "Bedo8zcsh5qFiKiH/vJ3M7Pv6rLtJYt2zl0va8LuvMBaZa7youzQFJysDQ8NCTh4bRQ2AFEkw7Hu\n",
       "wG9AAAABPAGe6HRH/wAFHAcmYelFuKmLPpQ90ACb1+fkSHRHLY/oIK8Yp2n7ESJwB8JqahMNCd3n\n",
       "AEcO/w/hHsNx+1da00N0SEuQUaeNS6f9hZO2YbaQYEjBWXeScHBV9mgYCheeCc2H7zQsh9s9l93n\n",
       "8Dw+I0GCpfN1LuzYNLycNds4lIuo7yqlEwSWOFlMAgGZ+QkP/72o4Gw83PCLRB2TwfqNW8m5VhJj\n",
       "XVuTmyKjovQcTNYJmuTZNvMIvlSYOIQLt7CwwyyAKRnsKhSejl4jBiuFiKRn1ZEBkXFn9HGVFvwt\n",
       "z8E0V/AJQ3rslNda7cU9YLbsek40Qkmr1KFSdSJFIJw9OoOgB6lFLbOfYi41IQF5KhCkf7shLnlZ\n",
       "/fo5joiU2ftHKYpL8f2Vsb80dYISkCJXXED6aIBAE64coXB6AQ8AAAEgAZ7qakf/ABz9J6uyCNaX\n",
       "OEuYsyDIUNV8CSX0gBJ8Y7KYhI7+599oBoVKBIXlQdd3HFB2qxPMFDqojUbtTc0SeeDrgPBdYXOm\n",
       "WyzEx3JQ3suaDRclM4okmsfFd3yDDgnl9bHMve7hGERpGV6hD83Tw9wFqSCQqVwIvHcnhCjEpc8H\n",
       "h3twchYcdUBVjmwVJhO4I8lDh+GiOOTw+0IDVcpNcLIh1488kMvw044W3m3wj6THUSCpsKow4MSA\n",
       "cbQwAHQ0to+qq/+PVNm8pyxhRzqcTGcmDS4NkWYCAA/Hxx9Q5OQ0zo8Ozf1zhNW6u60QS2RkXbUD\n",
       "6q9sBs8J3GFQ3p7RZCssI5lx1yopn5ufuOZsGTV6jh709Vnl88PMSbqk1AW1AAADlkGa70moQWyZ\n",
       "TAhX//44QADcoBQkW0rku+FvfW5PcjrRQ72SA/AvUPFZl54YON/7xAAmIoF/e9kddQmNi1NAfso1\n",
       "3drMBmRDRWxkLgDKrmfev7OVP/98Z8sVUWZPqhuhqVVmSHm1ToqZiNSRo5LAPIPkdpWsEBFnEusp\n",
       "6h4gXHp5aM9VcAZThm9tDR/Iq+em6KQ7hxGMgddV1VA5vXVqxx8s8/ufgLcCC5jJ8pweWpEuTris\n",
       "DAnTb8v/MXjhqTYDcQuJ7EITHYBHgGjj1aqsgr4RtMQPg2uuBJQUW++THAgpNuWyLj8eYRoUkobY\n",
       "OsXdpzCZa5dg5FPonroTV6kwi3db8zGoNBuvR0arxOODdAjYaDsrJ3SgecFolR+55xpujUf6rotX\n",
       "g1OWz/WhSNgxzjX92YAIEMtU/bKdlqK1h1hgueA0Q3Yk/ruuXY2emGZFYUm5dWJ5areLO2LrJRvs\n",
       "cKrTqw+EOreNPK0MvydpjWkRx7QZPQIPhYwWnU0/hEPhl42yv4gL88TxdeTGdRh+JtoJDy71afCc\n",
       "f1UTiK6tk9UIrsqOaAlyurKVNHUuoALPGOjG36YK2PNt+Vd1XLWJ8pilgEc6nmDc3iFOGl95zq97\n",
       "igoZCo6lyQMALU6FfNDkteGvIJ9drsOT49X/OQi1mHcl6Q3Rd3FYl7iyKZF757cwM7GWkb2v7YKQ\n",
       "SyBWAniNFruouDwgzsZ4scKVMmoDZsnmYZsPDVz05CDaiNWgt2hXlifOpLUqpEIVWosYtzFJAdAg\n",
       "68bAPDESNskUqSs6u8azkuZkqlARv+R+X/9VUmcIxA+f2ARarwCvIPIe3Qr/wH/Pr38f+cGz4V6B\n",
       "ZFxXibdPv1StiaLLajniVM6hHdMQw09H5vCbKHW8S/8qSZh99IMJCfGM845Du16Lo1Z20wQHBrzj\n",
       "zs8o8r+5w6JSZIqN3Jj22dhHLIqVLxD6iMr28ag6r6yXbtTfzAFbstYN2Du+esnss4jtutS5LF4s\n",
       "VMQ7lxBNgMvEO48LJefKjXEuPRLX3/2fKqXREdCYDjcvhPQh55ypJrefBvHyC+gprh8jRqhhHwbw\n",
       "afCpYJyDLaQz+0aEMbgN30ijFNuo6ZBPEyvtPvJMIw5394bmPaxevLw4a9asgqkvNQA2YCp3WW4w\n",
       "JETJPToXDYp/2TaJSJ3r7/5VUS0LC881d3f5b9upykeG439IxzB/0Q3Ghw8Sonvb7KumDWeDZwAA\n",
       "ATdBnw1FFSwj/wASXZT8sonljkseUC9j4SNi2sQZBJZORQSTyoATLlIxgA8c7MjYnWcb69Vornxo\n",
       "I7+HnJoNuDDXuhV4r03UJsfHH6rHJquB9MjUNTvJgOx07/1W9KRmPZNjsOLiPfuKAuZ0N/FPvHr7\n",
       "A6dbIZckXQYtWIB5n4P0+qGUD3nQMCKm+1pbvXdClA4s4z/WAaZwmLSiDAilpfbr2GdWbvjQu8fa\n",
       "7SrK1Ycdui1wpnpk2rHdIetExw/onE8P2t3IpfuVdGeF/m4UTEGY4mhxptcPpVWhulSb+yucsb9a\n",
       "dXgI5qPATJ9/2GgJAdjMGjNCvF4FWtYxCeAoSCunJ3GWcMd8HxGLHy7qF85gn17pDOENc/CjnjNX\n",
       "4jvkIJV+7X77qUiXTc1MUsyH0SVdEgio+JDKgQAAAOgBnyx0R/8AHPjLtutJPUWQevVMGyXdgdbK\n",
       "rCi4IAE3r9bvNL4NZ4V5ALUJitm2N/saekzD/TFpg7zZRHI6JQtjZNlNbwUxUYtAw+ZHNAnRTYym\n",
       "xtJB3rWkyuqCpQ38LVB4pV4Mrf7q1xUXPFyMpewuU6PJvQGEnV9uXImeN+Va/uHyft4hedjVhzYF\n",
       "GuG8V+8ZlWuH7Au86RsYHGziUK3vqrSb34FTG4q2qTbRfgxaY4Iauq8uJmM8L5o14fS0pUX4JUIz\n",
       "tFuvcANKkT1JGPO7qF01T/hhVx2/yheHMc0NksqD07mVMgTcAAAAtQGfLmpH/wAdCB84aROXmFos\n",
       "oQJSZf1nflf/gFLXbC/6G6r3Sy7s8rMUpZ+cbsiSgLIwZqzw6A9sFHCBbBlsI4x6vGjf0ZsVfYEZ\n",
       "kQ7PFwTx8MSris10x/kTsE6o6Skr6+MryjZg7tt8tV6Ryg6Wq70Xs81nnolQlQ2uj7nKtqIAP1vU\n",
       "EoNrr1toazcDqbByJpKJcJN9TDSO/JuYFbEWTnRzd4VFyTkEMM6CPTtnzaPGnmBUGpAAAAHBQZsw\n",
       "SahBbJlMCFf//jhAACa5HHDF10vsYn/FExX4owQp5sfUJOZRJmKy3MuTPfR2NyZE+75eSKaKq418\n",
       "3pUhwSeF0duMW7dp4DgdKi516fGDO1dAhxWq2C9AhnL/+LNOLtKNJV/ohv7eKLyBvvhNGLRAMN1u\n",
       "Y9tIEcd/0B2dYVj/Tb/SqByGSsPrg8jwyPkffYGiHL1/0Jm+HL7ipS+qGD/bY2dTypyA9QA+6bk+\n",
       "IJW01Ogdo+CvZrXmf1aI4rQOph9xVFPkt7SUYpnLkmsCbsn2rF1yOBKvwCBY5Zfn9R9y9b8gBjwE\n",
       "CRvpo8hfVjxHVMzSJ8vS7U4+7OIz8AggiHtwMndgT2txFl9ApPqmjSVRQgPNFy5980hfDYHYHVxO\n",
       "eAg5HZLKJm2d9kFMEKAb9SDttb+p2KyhJweWqfTtQuYWA7blNpmpQ59bFL8yxwSKUXZJi3LJE8Dk\n",
       "87glCxcGB/6ngO6eRxBfxBR3OkN79mgU+3b5rnLNPQTpLfZ8EisdrPaiJ1akn2SwIRwHkQ9niQZW\n",
       "EY2vmkLFvkvXiInY61IlPK+/2aFGyd4KeHDwyRpdQlnJYb+SULOFLYKluyGUAf8AAAJ3QZtSSeEK\n",
       "UmUwUVLC//6MsAA43cc2vvBKW62k45IPwNJzQDPQAi5yhM67/IK6mttOpuljWVc0Cwx1ep9LS1un\n",
       "9FN119RNbGVroor1ldnqQAQG5FVIaHvqW9Z04MumPTm9O1OAPO/xNvKUDu7CA7qys3WJMOivpteJ\n",
       "VP1u4/wioBz2l4hN1auQaJ+76M/cotWIPR7Js/SjL/WGa0wqpksI9cgavcEFMDV462x6kfK23S7X\n",
       "xwDNvpY6wXddFJr1eV7brCVrLnwAuQHaDiBy/hr/1xEIRGh3/y9WNsakE5EgvuuyaM+rXtIV3r5L\n",
       "jUzXQSM5Z1Jp8v+x8cq8OsjTaLnK7dTj+Jb9Ik8wBdBIztvQYcFBk1/NShneT/iFR5bTVKwi7Poh\n",
       "68gvKdkPMXsFxDkH2PK+VrHdEVTAAb9+W1Xfmh/rvCaN6Ot2kvEFdd3onrUIweo3sTlq1521Tnaw\n",
       "VqNIZ2+KjwkxNaoxe6bhn614rfQ8bGJspLxD3VKjI3Uyzlhab12WVOaB79YOtD9ScShrKY3Z0w4s\n",
       "2LB5of37TlyiJXVvt2ceCrebFGueE+km6UL76asP3vW5KwH276Z6H3YSG4+aOeE1KEizLhnKHNRz\n",
       "BxNFglesXf3i/3b0iCnvGHHDfU57rFxZ4yYusF9k0gPBYJqz5K5zXThSsz3uwyyqRBanFLGpSQIx\n",
       "x/n9TqPmCbLyFuHPV0VtTP7CZDfEdQ3ux5b2pgtDMnJ6weZyDS458cCTIa6yguFXw5EWP1GO+i06\n",
       "5jKkutEp2ye6HRB8wIgLh/BNRjpWt72tlCHCE053+n8N6Tok5jBaSkkKj5LyKvYUZtBlRPDpgAAA\n",
       "ANgBn3FqR/8AHQgfOGkTlyBxNqVTf+JtTt7sBk8y3FHpuzqt6tiWgKfhU1TIbN8wIxrObKX2YAQP\n",
       "QUurskG1a/3cNcRt6/3SUs33KW8hslDqmyAI3O3ovJ+c09zRpw9wtb72McdVPSvxKNusQno4elGG\n",
       "TIB8nlGycZMukRrmvB8vJAy4INUUwbxF2GQRWMEgJ4lhEpayG+XvA65jNJ0YHg9Mb92P9QAet1RC\n",
       "0OdR8wwlwslbaY7O8EXSYZWTEnlYTSAk1nJ+k7kHbADkBE1C5q7NEQ7xsRClEekAAAMjQZt2SeEO\n",
       "iZTAhX/+OEAA3KISrGLolV/fa5ZJO+75QAi5GzvgV3lVIHTOPG+AkHooGMgF+/g+llTSSI8Qu56r\n",
       "WRnlAbZ6+umjGIby1vEtNQAY4/IVJ9gOce2/WnxIwreKK8Nx+ALh6T4PL2IjwbGS7AowU2KUIJNU\n",
       "Z8BZpqQPMr+VgZzKjYYTUHVD0pRbC+J49sWx8XfOMVH5tjTBHk9nzLOxQpT3KMntO1z86hSNgHcJ\n",
       "0V7UNOfHixRAB6lTj+JsrLlHQ8Oy4KdmcSzr0oRr0pJLjbFulvukhH/wd2jT9Ix8wPGB0TzcUK6g\n",
       "oSUS9/E0tAMlK5wdSED6cGUVmgIIy1nRTMdXBaA240w0jpjpeQUAxxp22+H8Hx8D0t1Zi+cSljS5\n",
       "7K7AEcH2PHsK46yfrxxqxaM1znJxOzmXczobFweM5ledcAVdS2JEe/3YohNvme7eHxWNezxp2p67\n",
       "3Ql9OdVXmIGiWsgeRwb5IDk6uDlQZYZ7pzzW0rm2JpZjt2zRxxMcta6NnIjXIZv11CO+2eloK26R\n",
       "VKk9Vk3J6iEdjWBtHIhvy8jD35b3Wc9LYPZ1kj9D1DFcXJOohuLfYwy2SunisNTfv44f/gSL+FH/\n",
       "U359uatVZA0Ykf8s5G9y2sPjDzzcPKwXk3f2lKo0Xu2cPOVZ3G0ukY/FYPOXEZugtDkgtkKu6jJ5\n",
       "EJ1KShGMO9JmEimyPBGzCCKpvNDKg6bfzW00CAwktz7oGB9Q6JHTfgG59I0FXxA6HQjTl8RGIbg1\n",
       "52NDGh20fgR4a6U7bLpmrrhSp6CsuqDtOCUA2j+KGKFVjWFdh1Z7Xs+AwbjFzZp8AUifaOKfyWZP\n",
       "X5rxjmwlphqEkizuwQ/Q+d9u+qao22H9RdXyuV0njSQE/+z620/VwCEudzLk4zV9g2PMqI08dMb4\n",
       "Lmk2lGdUhDO20MrTwVKGC3tSBEbKrS3bEpe+tCoKx2gHOGEyyVjBgzIDI/Fukhg8JGiBIIWeax/T\n",
       "nGtfEDOZPD8lDavnK3bFtf4qtzk8TLnoDV7TjqE/S1U1SX3iYTSj2BQH+H68EYGjN/RorlNaXEEA\n",
       "AAEBQZ+URRU8I/8AEd5DzClu7Xs9Kg0RIjpN2g48Gck5u9PlFPo+1H25nYfrt8JkHCLHgHnQKJb+\n",
       "Es0iiwq2wOg5xd+RFd2Ws7gAlTTkDLebMBXlq6SaIJ0rb2kRIWkXHysuAA8fNPf85QGff+zGdRjw\n",
       "ciVivHVaSIyfBOAU5YbRHOK6Zr1vmvLNlsPSjmPF0gAokeDsB/b8x5WDT+EgelKB4ZcG+F+WwuK9\n",
       "LP5e6y9fflcmDaXaYQOnrycncTLdv3FJuebB5R8j7loSODo52CgpnYvUptFF6MiUD4zl03T6zZ1H\n",
       "mQHl3hno2GyYcRfzjPyX2/Ozd0ebjYx8skcbpGgJsTcAAACtAZ+zdEf/AAT7b4UksZ5P5dIuhWl9\n",
       "idoYSDnBxS9lv32DJHy5zqOoACFVhmNW7YiCsIrrZjONlhwkY8qOJa5xHsiViJ2n/kgrfYtbinO4\n",
       "nQjfIwSTfyIbVbdvIXCE7sTxM7uek12uoj5IOi3cAATNEm0mvqok2pn/41fGDBdbyAiq7d7QLuen\n",
       "+GauHH8uJ3twOz94Z30ugHotrIaFru5JBjYX5tDwCyA5XOb4JOEAAADgAZ+1akf/ABz8lGlcfCKK\n",
       "uMplDJrM+pvA0rLx0a9bG+52McATHt+oeK4pUoQBNI3RIMKpIOX7orCnEfPpco2nhoLK2dAWiC58\n",
       "+Aci87WWpb/26TP1TWWiDk8HwIQ9KQ4r3/Bu7CsDH8v5AZLjXbfHStqVqGQ5nnKua+uWeoIO4N7w\n",
       "wcL/PTBotHQOsbCEzHVCrjF7cgiAWdjk5je5wZbPkUK7bEWvFb3byDDWljUcYY5ElmILIuvzF1I7\n",
       "9sUiPgMsc6qQ4x/JLp1K8Z3fHfmIcxUYvz8tLY4lRbxbt1fAl4AAAAK7QZu4SahBaJlMFPC//oyw\n",
       "ADeL+MlFx6IZmZn4M58k9SndYj6JsjCtrJUCWN6RsjU9tggAmwE1lpUZZG3F3/699wpt25lFNzBB\n",
       "uCObTWS42JUiuvaDScP1rEzOChBx2cI16kcji18DDDvyXhgR1w1KyV9QRNqITRjalWy8/2TRrYmh\n",
       "nUZHvh84zlT7dwJj7NPIML7uNXM2Ng1wHIQ9nWSfwIqXXgQk2qkIaAw+ygkHilAacD41BIVA2JM2\n",
       "AnVXz88bqTrTavIMoqkPFdFH1GG/swspM4EKH3KLcE77+IUrDJ+c4hckV9wq9Ty+e8Y7mUWfk4Rs\n",
       "RDEnJQ7Hid5RF4ab9FFKuwbCO5YlquTtB5yyAxROm8Q21jAFu2O9EPhnMy7BEjKQHnLqn79Cy7WR\n",
       "LgM8YID4kf8PPdImduqOktVgJel81y7lPkpJUF/UyBp0FpWcOyqWUkNac2vDahS9T6QLXQmA2naJ\n",
       "/5tUvzh4e4mvvr2BH5fpXfRze8j6dMXuplynx1NijnYumacMgkanH+zKytS2osYfD1PrhfaKNF8b\n",
       "shw3oPYdBrSUC7OhEl+vOohqSdUEZSI89KfP6PSgcGLtXtKVMXt8Eq1GwEsnCmVVCVFyxbHPA7Ms\n",
       "BDSy4OEnWT7wsAlLTe9cdnz+9QqLzXtiizONuuS9SRCvjUsBERGhbNr9w5fmAJqvo1DrvpX6at5C\n",
       "jy6OpwBNy7Qr8HcXzHS/SthAwzW1jCsIMDcMr5wDNdci0ThyHVO6e7vJn1Lyf9/n0oftACpadHfv\n",
       "L5c+bmT/xX5iJpBO6yVcKUL2Sz6ji5fB71XFVQpEhJY9WYvJOVoPAODwBS++xAs40YFpWGwR2L5u\n",
       "UOthhEQ6sTHH+kynyg6Cg7/33g6L41lSwYqXzwETTPPx+5XOoyQTacMTlRmon5UF/TbwqlDnfZsw\n",
       "AAAAxgGf12pH/wAcV+lpHXAGeRZT98A73ws+cj/O21yUU3nommW3zwI9O0iKk1st6KzYEwpOQAlk\n",
       "FWAYW+ed2wGk8eycF+gXsO6rVOmpDToikdXJQR+FKap/PklmuavdbzWL36AWoVR/XB9DKaFZl/gE\n",
       "4XmB3MxTdP+cdQwv6geJMTRz5akjItSeEa0B19+rUeFUiqBU+KC2oFXChcffiFmOsH7s/fVWciPc\n",
       "NeaghLmZgCpP0mY2uhlt/D0C1Nul3TaRleBazwmFBQAAAvNBm9tJ4QpSZTAhf/6MsAAJxSY1rjOG\n",
       "32T/sAIvTcmthZNWpqC4VjmuExO07GZfqnSrTE9+C/Mexl5thQzSiBXJ9owlUmpTkTDymtI1cMqJ\n",
       "wX7r52JmYLzyNCnOJbpvL/SVCXM5jNIoOXYguZCIaOD+zHpU4G3cSw4CRncPDqbe/68So9uSTM3D\n",
       "q4TqHL4B6Lq7a5NCUBcL2ksh3xX9qkHnl2F1Pkj4som4XiqTgHmUlpSKhd/u6HL9jZYcKwDemMDq\n",
       "0chR2adLtsPN7zH3phDW6+m/YUhylKVHRZWWiY9X0pz0ngOas+wY7PCbNl00luG6TtUJ4jASLojf\n",
       "4Oe6nWajK2M/cZMJvO6EFvJQI7/1dfwKpA8sOv5U5qGj2mC0bKURqXPWe1OncVxgFSOUW3CZlRYK\n",
       "IRCnxR38fAiXrRPNmxTAfpjTjxgq/1dLPLI0byH/TLavc25vlLLPTq+TRKuSfcWd9MX/ppGJgni+\n",
       "sCN5U1ommKY3HwJlb8g6eio0/dBzFiUGevpH2XCs+JXHbxScMsB93SrYj7g18BB5hSUNSpWkWlsK\n",
       "A8XVIWCbaZVvGjsl7gRyiUgiT5sCgJ7S1QGb2Hce3biKU6v7mQl5p6zUTKMeXqkDAW/Ev0tlFCTJ\n",
       "1KPyKz2bgRAbIw9SRnr+ICYMvSzbOCk6zaA69M4TTJCdTSkZg7cfByLofDfcWwjiec+r9XIbQVlD\n",
       "Q/CfcHQZ1phNDo4FgRz8TEFo2rftVLllb+AKMO3p5iTFOpr5JMVm740G+dzizZqjGmnSHQutnTWc\n",
       "V1HoGtWZ6oNh7WtPRwJUB8mRFhXfKa1eKS5KI8S9gXy3/bNcAFRZ7g6eFu4M+kRLEIl5+pvHrec9\n",
       "BvRRGMjJ8v0ldQdATIKp1sVe3kd7EgsA6n9C4TkUfnfie4i/xLsRL9Ap3N5JcXGqHU6wPZB/IlF2\n",
       "GpncbguXCfHC28L74LKeDDtkoi4AnoN2WpBNY/ecqYPvdbE/07v/JChIrmYRBnBAwAAAANxBn/lF\n",
       "NEx/AAT4UdURML5H/DHNWdHbterxqR7fX2/+sFc37xBzKWQGxNh3Paj3vuwIQ05Fg1vIEuZUplsK\n",
       "druhFrzz+zlp3RDHkruAFYAiglJK2gQPgSxmrGymFL2OvsMW+j/T9XoeDC01AkJt37qm27uyely/\n",
       "QZCnIASBjFf77JYMtgLDQCCr1dZbNGs9vtYxCZt8XZreIsMZbwQM1bn5OKdob8Lmw8ns/d4ZivRk\n",
       "lkFrZ5Q/FlK6c8az6PtlvikgRZrOxMdCEcgI6BMZtRPbuaqW9sbZA5QbyYK2AAAArgGeGmpH/wAE\n",
       "+KO51sUZjJ4BIW9gV6f1POriknC1lEQfRMt0wzAx1dGqZJY3MvE6kjICwxbpDIbTqtLI/fPLJU3U\n",
       "it7ePFLwYWAZ712tMSMN8Vt88YVOoAh1+GTMzf1LEs7jj5e0wzbn1pJ695RQaz8K7/QgU3beHu+I\n",
       "7x94ws2SWL7+/MnEgV5k/WYSHrhrxsSKtyWDQ0kTKSz1adKh1XjmZRH4cAD5qghEhxwKmQAAAz1B\n",
       "mh9JqEFomUwIX//+jLAAN4v4yUXHohzQmskrSiDFiUpqs4AW8euElUj3W3niesP+4lCHzTIKasM9\n",
       "XPiDECZvhilqT+MD5Hfx7Lvb9C9SqV0/hRBvjgWqP96QNhQEe1zge+MtaRl9kDdoyauIy01cQRex\n",
       "ZPew0rVjXONpdVhwhO7vwCHgKm2vYE1mA74b2kuvTRGkAiVEcwhoxb0j1Up/SSNVVNV/mOnvXzQn\n",
       "Zlm8wJib9I3k3lhATZvAzO7fOqONEPuL9LTWb68+QMrDMqhgdukTFCxfkSRBoTw+MYlpTTOkZvAI\n",
       "aom057RKpNr8CXgkmDhOgvcu01MNM38JtT2Y/4CQiQ1VcHLG4gc7+W4GvjN5DF++KWp5ip8mZHVe\n",
       "rTFDBMKsNPdSQYHqL8anHa8TZ5H2D2RrSkhRKFsNs8sgRSoQM8h8KI06VDLEFO/HfH3ZbyP0QUIB\n",
       "XgETbqMzUIGVReHBfn/v1Ff0aKwT80WYjCEp5ewoZkATvLaG4I5vjlOE5QPMAcoFWlW6tBtY08zq\n",
       "/es7ULCoNN2jYygNvboxqavEl2au/6ZEu+IY7OiuRjbjaSjN8vBmRipBooR74f39aMHzIpucxGv8\n",
       "6x+4uKhwvy8ppVSB3I1t4jRXy/wDNMXrrSumWMG6U+giY3OenEg82nEyW1HAzGi5/2RtmX59Jeh5\n",
       "GIyan9I6koth80WLWNGBn8zIPABu6VYjiFkA+ha3YSPunnOmYzd71p7NaFH8Sc0JlfKnOCCDIwhn\n",
       "Qykb9iScQlLFcCsuT5ovmAOhMDiFI3gCK1+NtSmooytcF4E8tJnE4jwP3JyoUUBAwsbHRkPpoQDQ\n",
       "7/LBs7tgOq6rkgtwkwad3dxNs7w3DZCpMlaB8Ve1c8DpxxnRmCWvkIbBPv/MN4stEQMbEHxpGEjt\n",
       "XmxQGJsaYb2tQNAoSKLshKK2pbOvEcBDNti1WE0mQfP3pQeIY5AaQYS5XEzwxDongDFfwc7bh/sT\n",
       "MUFKnQHsWcjWitGE5Q2qJ3uAUT9oylqkXyUpReAF6XLRmOexyiw+GbedyWfHXVGlbpAKr4z6Fl4a\n",
       "UwAzjjhFhKGTZMZNfpxuGe5K2UDokf9hfdg7HUvuAAABSUGePUURLCP/ABHX9cgS/rmNtIh2HUcn\n",
       "sj0id1724LMTUkLoNUPWGWH4DQWfZ9qjCfhW15bwfequAEMh0kE/+FQVErIpGWfZWJ3H/gVog7oF\n",
       "GAPFcQ8rLLKDEm4nUhsjUIF5MkIoL3zT4cG+QXbR9+hIpPDFnWXrjuIaD9vGwZwTaoUH7t3BAJii\n",
       "fNZSfCruEdUj4ahhD+xQ1Gx+ozu4SPjiaaSX4Se4H0Z+d55B75jzm8xAAg1TwHHA4m4gV9zchTX3\n",
       "5+18l+fwgov+3LUSQRlm9G55704Q0fJabZlAR4nMJ9MimsM6B0lt5zbNDZerw3Gn+f8THcDTTXWH\n",
       "EJwbI67ndmNQPcFOJRGXNzezmO5f3snthfiFdTUD8bYhi0MTts3/rNTfDCiAI8uK500cibGEzgDt\n",
       "5CWWWP63Av2a+noWk6XxZRSwSGLBAAAAvwGeXHRH/wAcSH2iXaQQlPtfg8UdQ0407gRyFltll74C\n",
       "AodTWLcXL4foLuEzThZWfiW5DkACV9Bvl1S/HQq3mYauwOuHfXxGkd1BgqGKvGOJ80M/aidJrxRw\n",
       "2306LilKGuWBnBYl2N09w9qBFwKn8u5SjggkafAc6qCMtDtAde10TTlic5DDxPbdQywWUvo4B8YX\n",
       "SvojW/FcGI5rZlGcaF57wgipBk7/GeL0mewzhVZ4KizuvZ68aQOM+gJ1DIPDAAAA+AGeXmpH/wAE\n",
       "1ajIVtK6qRiEIjoXXH8z9BRYaciQjoGILSuYxMEDF0iEjqPFd8WP0c09/rGwgghH9Ew+Dq7csEub\n",
       "MS2qsg1CR+Rlw//TmuHZoWCj2AA55Kpmu4Xgg64Nrqo25a7eL8lRtroiyRgBFK/VkL/KeK8iiw61\n",
       "y8/Wgniisvzsu5XtnhIkuIdj4quhvbpns78jur3v/ABnQ4qRvbQOb9xAIClnu4egtZrMi2qYUBIJ\n",
       "tJYHrLh3bE29WUujzU1F1OwtA5ekcWPnPKU0dGBL+ASo0RIDzAYyvkqjwWHpRBNnIogKVr6lybmE\n",
       "HrsahYNr9+1YcFbAAAADVkGaQ0moQWyZTAhX//44QADXoBD4D8UzIUbQTg7sagCJikCUkeVYuG8C\n",
       "4HK09xzOD8Xl0k3veNMdtey2kKjT4zLYIRBDmEx5eZSsG/KrOg93sLlQcIADSIyStupNmSEAFauq\n",
       "l+5OEBRbJZ5P5E4SQTtT+VbQzdYHo/sh+/kEPkm7q3nWitVjBqBM8wgC/vR9pPrN6h65mgpYDwk9\n",
       "dazuep16ULkRhGBZkQpBeeGVSHges8Cgw1lM560JguhesW/Ne+FgZRrMTu+Za+DUte5Pnu0vsYBQ\n",
       "oP5sWNcEu+sL37451h/6Exy8fdFcnIllWMrdGViWbzqtdX7I4HukE8e2EksoZJsdt/kmMXrh5f//\n",
       "EzZC5BvgwFtU/1k37vdTPf9/euZol4SdpJVcEWLp3zUH/z7M4mc2SgBfqg7E2MKWsdSDiY/+oCte\n",
       "nla/8nXWpnuu9AsbAogv9PKF/ZdVumm6AUD/RzwFH2Xyu9yGHFSdm9/a6+C6fH+NCeUbzHp/psj/\n",
       "08alg7+iYyyXBLWVP98ZrFJTRnvxXn96ilnzP32TtlKqEBHjFg6aRCN7bUAE1vFSxx5NX0gvH+YT\n",
       "qQZG5pmr/uXXJ0aCjQARZLd7c5+mSETSI6zBsDg7LWEhBNjUAACY3J99wmVkNJq+m/Q7Ta645a4A\n",
       "sQJn6qG9u8nQOnhRXdW/vNEGq8/ZIS+lEuYLamQHchW5QpuFewQEGbR/Di+ghkV5vtcwJ3MU+G1L\n",
       "dA35PFXjvxhuoXQAeoqJkUmc2X4KgQs2ZIK+AJ+sxUPs0JHuuv/j30CCcUDkHuvijajPdgzRtoEG\n",
       "g+6l5KkwYSP2EY5kRHG27MOrODmd0t0CuGobgANaL/8+wuma9R+o/KaYkfzQoYFAHJsUsirzRmiA\n",
       "GEeL4VHgRlf1FZ7s4iceuvKfHZO7+wcuTpP5eJPtSg1kt391k0gx/KYput9744z4GauiGGumA9cM\n",
       "oUMnOp6KwjzRWUBaO6xxwKl4VVIcvteV33RQD9lVHLB+jB6+xNfoDVScmfQ30hTd7l/aeLDWAn01\n",
       "EUoxPgiSEml52veqirNwWu3GldkRWsJqu5ZBn1q6fR9u/KZ3ClCS61mBRZX/dxHcQVOVDbCj3/2Q\n",
       "V9GxmxcGPC/sqaWgHRBRAAAB10GeYUUVLCP/ABHWjPuRDHTExpmKDdYw3xn4QdxJDVVBvjhqzzpc\n",
       "s8sfAjpJzubPVF7IJVi6c6se3MdvRksEyaaYjwQ4wl5Ckd4U/HJkiSZTQ6x/ry1gAV15KrQh7j3g\n",
       "9ntbfZmgvAPtiToEiHxKoPTKuuj31Tw7RTFajvAPpjLXW/PhVs3TgQe/zIYn+LzYuxKjlXc5o+2r\n",
       "qbzVD35pjaYVNxgGvTUSq6lAWg/DacD7c0WJZjw0Rp92Zbuqz1MRoAEuBhKNEdOkvsXCeXbscpAK\n",
       "kkTGpPNeGVKS4/Sts2N9QDwtRtfbim0bkd/Fs2hbgJCGD+edVX1HutZcT4iRDnkaXmvaU7uPL1Hv\n",
       "Hlo9RvyCSERso0SrGtljzHeHbEydMd4c/I4Uqo29fBWzn+W68gPiHNuLetHG7oV2aUtdbrNUjYYq\n",
       "5TJw2QFDyLq4/xhasoTQUm5dYWZhPrijf5CfSmoLsOan+0f5b9KjpzxU3wjZQny3VxWuy+xfrMrF\n",
       "YoepkG6UQ7znGp+cuQgmeH3Ed4HheuZ6I2F1oAXXwecTexYrYHBLY92kYNNwtBjfdm0sk27bM7g+\n",
       "RBL8ofweLLq693MjkJPv+QZE8aF9gespMl3c2OJXPsAGFAAAASMBnoB0R/8AHEh9ol2jJJDaB0Wr\n",
       "GatwS+CSsYmr6fAa2c1bg8M9YWLEZrTqS2yTCsQG8zqZBT+OtkI9uiJtrBc6HrlJU0U/nrBOsE4t\n",
       "IVCsP4ACJAafvuJdcflAQI96Cf9xdZMyjLi63t/H91MAK+0fLcn38kiFlMrVJ/V8a2o//K/CgFwq\n",
       "pWh6sU50BKnoVTuoJdO9WdF8hTblpvML6Yzdod99cet1hpJYqS2zBfFyQuMhg2sAcKEtqzkClfGe\n",
       "9gTqvTjWcp02sS3lJAWw3jktSeuOdPGO9efbJvBoiGsFu0wVdeclR8lBnx1bQhH6ooL7fVi6PoAC\n",
       "Hk04gdPrBCE05EVDFe5EcmK+NkmPpK9moybsvAZz+xaPeC4M0ThUp/tsGLEAAAFCAZ6Cakf/ABxX\n",
       "6Wkdb6FjI5oOAAHiQfvgM363gWEL1ccSPrGPBPun4PfMt4SB3xoFbmEJ62QAkmpUa5h6Lk3xKg/3\n",
       "dQkBeQi13TxVtYkRtJm+xSAuIydDPDA1rf+IeH7ae+A1hSw76ZtrRQmbCzMoN++NzyZ/tsw2fMv4\n",
       "PJd2LP4vRPa3QYpgPleAdA5H6JQ3Way2+g3rP8v/vnNbim8sXAoBGWjwMRJoIo4f9TT/T9c47J8u\n",
       "8oRGrybyuqKSih4X8ElUHwAYjeQG2Srm5sIdG7hNek1GyyaZNkCC2y8d4p8Pjh8Tu7HhJlp+inxB\n",
       "YFiSUjo/NmR29jLdezO1T8UqCgdM5P2ACHzaIVKTiNdmJrTBklN/ht84pTaRHglVwaG840C3hfoW\n",
       "pmJB65oL6s5kc43/6ztzoUk3SneokXcN6AAk4QAAAtBBmoRJqEFsmUwIX//+jLAACYBe0SPO+gC/\n",
       "2G7EfF/Gu0y99I8RAXO7taadO2ObmOe/RFxjZ8Gl5mdCZ5NpKSW4vUHLJa3BXocAqOsS8y6IE4Xt\n",
       "CDje4uyjbHJnoJZONQB7XSl0Okk6KvOtjwiHKurkOZeSrWcI7KuK+zvPojKstg57QTZ33+cTJSLW\n",
       "roLJcne6QCvFDsFNk6YNwyt4RbouuRkvYu/Sl/0deBiB7yM3LEmFFNoDqqg2WMBAXh2MgHxrba9t\n",
       "XkPolKPIZZoZ4hRPQ5WE97dJUzH5a0O1W/LI8XBUd0sodGoUWwmTpAGv95m/EbXT6q+shciNuY0I\n",
       "tOUoaxazcFgXXXnLpm90mJGNUFylMMOOpm+iFE0Va7LSkEtAuGUNZsyWi2IAnIluV/ImelY90oAm\n",
       "uLwU61GWC6MB+r2bulOli9BrK724f/AzClSv8C6SUxj6+yoQQ1a538Pp0O9GHzjEO6xjl1OiloqW\n",
       "ALqnFFtvhTtnyYECM45qDMj8Lnfu4dfCtPY60HXyRCgD+EjIPn0OKgNKrHoC5vkGyUaIm9Fa98id\n",
       "gU4nboIFnG7wl2NcyukMqySj2y5kmHGsOIcqmL2tDdkSQ8SCLgGEvQytUsS0HWH6G6ZnhaKQ94/t\n",
       "etHEvuZVjPHC104aUsBXOMyMYEnTlU0oJlEZGAQggTzrZj+VT+oUb1dZYp4q1A079OF5qU6cwUld\n",
       "VatmEw/3+QjryLHfZTnrPJ3NjsN+4kt4x85mSjbezvMAiBA+kU3uu8MziO8LzI90cQiRBxDylJMl\n",
       "lv/9+K7VTXSrXl9vNS3VecfB2bulKV+lCzqX6k9oHI1NLIg/IaBXIfWV8tNRgtPxGviTSFZLuuaP\n",
       "roiW9VqVekvFcMFQANLkSe/PejaLCRM0STnqhBrEFQd/7DC+VAR9KgfH8csSOV2xyhqmHJBZyrH4\n",
       "Nl7npUAXyT3JKaAAAARQQZqoSeEKUmUwIX/+jLAAN4v4yUXHog317idnx9+NrhtT0A406SbQEzNp\n",
       "BUgsPfGQZXg/Bo7NLu5rdv3dgdIThB2qnxuZYymIqLbmLoPkkzgcmraIMn0+r0eM9SIbXUAHFfj/\n",
       "TAMWpBwboImnyXcCMVxIU94cUYb6oE1O6NwZ2WJZL+7MEOEAomViLDQUjjanvSnwbMRiY1Kv9fNa\n",
       "jk96qe+TRkzWZGlbg3mSv7DYBeFUD3myFMiFC8h9H2V0g6rohRHu1y69vkWFRYmQx0l5AFZYNdea\n",
       "d/DwW2+JNbLmq4zWr1yWkmPnBS267hnrNRLs4EnjdIstJdRaOfxbK/2y2SRQ5uuiJ6UKp9fyrKJd\n",
       "noVYNcrmo77NLdfCPjyJMR8YaXF34hBm1YjF9oHZCsOAaJO0HB3D6sWj3JopNNbhTb7pYb/m/asd\n",
       "ewh8Shwr6Ib6VY0FlRKOwk8osZj1f+zEAv0j2hAz/SXoKdcimZuuPvp8rxg8/z7+/EZqnJ9pi8ft\n",
       "mRt9DxrzwWlCEuEwhN63uMgUHQf5DAZgp6lGQAIgAhkm0qSwTzACNJL6q1ytrOa7Tc4xG21DWzXz\n",
       "CzNzf5RyFf6JYlMDgpfCdhP6oNXheq2fPMO1JJd4wdV1dmvgna2heSXx80faKpUijKklM+pTJ36A\n",
       "yEYmTm2ttuq5Mm4/iIYXge1Kqjk1gv3JAUPULjm2xfz0EsSO0UBXwJ/0VAQ/7gelQ0drL03I9S61\n",
       "GCZnLxJWUj+og0GyEFz6bX2FehG9jnDDLYWC2hTk/bLbtHafmFCAM9RWGEB7Vh+2iBROmIuDirFB\n",
       "57nFdMkzaKNxJ+ALMmRXSKlX3VSoUnSDQDsLTLrGKd1zrZzxmMHp9qiLRjkys2WsgksMogiQivYK\n",
       "a5RS3hLXMhcxeURaRCeBmw0vYyfj8p2cH6TbxcDXtI7xOlUmKDbR/bdiOFO1qwaTxmllC7cFz1P9\n",
       "RINpBWOayL0PgvZ7vYV1TmZphmJ8y/kzfRX3YC4+NKhHhg37xYYWT3IXn6yl7dRtf+tjlIQuh+/O\n",
       "GJsrCjccZB4SuUlI5I/pGov1oSvt6BbgCVX8L867M107RLifOuj/zx/YEtnhA/n+XisGK+4Gb19K\n",
       "+jD0bkeTMIlzu88Gx5Ckcye+FuNvqTfkzJUh6Eo0DfpnMDQnDTo+5vQ8s4jjwgX1YxLRTPzmK70P\n",
       "Kp8PB7M7L5QlWfnovEfUQihiUP3R0EZbr8So5i0I2fFss8rNg1b76hPc0lX+N6ZeQ0j/rpO1TQLG\n",
       "IHRClEzkNf1z1A3XSVZT8Thl5cDG65zLuWtFPYI6W/zeH56rKYxYdUQ7y1mcwvYzUYY0vgrWZqwE\n",
       "7fUUY8RFn9wVqiuQ7mSyzpkgM5eUmH76tE5Why6wo1xitoK8jLsNhW/4UYIOY30ety1K2LdBmcLd\n",
       "Wqi4M0rj0+rKl2pBmCDXDqLbdizJSuO1Y5WNRQFt/ljPGREYAAABbkGexkU0TCP/ABHeQ8wpbshD\n",
       "hE2K3QGMc4oQRu94qNr/3BbKVD593jFDUIlht54sAAE2nVkZG26KOwhB8bt2qjq0agu2zd+X1WXD\n",
       "cDUfU5C5TBnMCiBrpXzlNu4sK7HsTyJAtMBiJ5TPCTk3MAp+ie/jIFXZLJx8Ne9SK6jBWSvUomsb\n",
       "p/X6JNVurd/LiN+CmVn7QKQ+fbvjXetGG9dkDxMwVapceJp/xlnd5eUIYaXmBOFJ1h18mfDYD/Fq\n",
       "l4p8A+Z5d6sbovmob3F3PS+x7n5ppcPDAMQtYcWRFmwyVIPrrFtQkUKJkqELWXYsv4S7tRt4DmBa\n",
       "WqYGo+vXeP9ozdg2WmVNaFRT/L9Gua8WODdLTaqHJY74awb1BCNnm0WcABiu2QDeVlCu0nuDTEiD\n",
       "A4/2m/tbDo3TEnUBelgM9mvN0a/chpQ+fhYys9Wce2n8Z4g8aPANRl/0aBloQZJAjdHC4h1ZYEEo\n",
       "i1iY0cEDxwAAASkBnuV0R/8ABNWCh/287pQ8YJcFve9Nm5cK+tUJLlcL/9If3n08m4Jdfg8lfrXr\n",
       "wLV2zVxjC9ytHpQ1ARUyGc42lSAB2QCqvIYaWLmty8ALl456+zChSV+QAAADAAADAQPatqhPhYYj\n",
       "OgNzScgmhr7PF+1+Q6PG0wz75S+KO3U6vHgySp+nue1H52LpFd9p6BN4v61ljdkT1RE2t0XTNd+6\n",
       "7GHX4DA1Q/SBprEAyFkEuXtxbHonpSdR55BbJnDfwzNBbsSOIp7MAnROVcQljYCj3FMSMxIg0KCA\n",
       "Xe0H8QuDEMdm7MivXjMHGnWSEK/TaxjZ18zHY6Uc1s71Anr8xyorWtXgz0laoyCHkrzcpw2ryhNX\n",
       "qAVH+RjUnKJD+l/crsxX3qBviJzIFJAAAAD+AZ7nakf/ABxMlQ050XOR2x2j3uWNIUhmaQvPr3r9\n",
       "UkvDJgXSTmnG7tuLRX16u3YcR7QAOLl9tC2npNanblrYDlghJXtvPH3I4tARTWeSNvW+X6QgpFey\n",
       "o8/Z2tt/5zp6yB2vA5akHkWLJz042RemVs18K66Wu17rLxjV9gSRc0FhLjlVZ+qC1TCtySICzWGJ\n",
       "pPV4LO8/k1MI9RS3/NFtyMTX6YduAat9/6g0MveWzCUHT1kQ4MzlJdoMv3BhiFVLw+0Hm9Nl5aEN\n",
       "Nl9ddTWHqVFfkF74A9nSIeoWNHxxXNqwC5LG2hOXPioNZm+KGHS+oQRc4eeJXe3bBxeg+YEAAAUI\n",
       "QZrsSahBaJlMCFf//jhAANejAGnnMu29Bf8EWw5+pJofGS5WVGgzdAFb8YiWuYzeK6DUF12tQla/\n",
       "1vKg7S3dONsQ18QXzW6vG9E1Sjo/h1Yl/80Gva2X6KiBjOYFnfaCzCvhDvobR+fozNE6Ws2bD8WJ\n",
       "2UxsA7eftiSTQKVFq33noW+PV0V9BRlptjPyTrlp7+XHczXj8+DgWiwGtSn0or5fJqVqWxTOu1bX\n",
       "yunT8Bne4DjabUHxktof2aGN+Ox3Cq4avhQ7Q6RDDDllapjRAA5WQSgKaQI1UV2AfpmuAA/GFH+H\n",
       "JlaZNXdUqJG3Os8haCzo05S8rF0i0IsATei+JTn5rLBObwGWKgJOrX4i4JTBxUH7rt2Tkv2tyuvw\n",
       "f1Y2Zi1QxRBkbmNS4WlhwRZJaA9Mvq0jAgEw4TzBRHUqAOKs4KAxr84NnWOoFai1qgcW5CP0bINK\n",
       "q9qXKbhEByOInIMf9BHr3LQ0CsRIRl8p03j7STIyZZXQHC4NDi1l7mEVvhZ/5Gdl553KG4ALoqL0\n",
       "crhm0VyPev50mliGjZXbfBSoDgQbvkfyXiYFYYALfcuwuH85ekQ59mzPnQ0ZCyu2IyFlx+SPOud4\n",
       "6akmiVJmj8ScK+hT/Fdyve2Awv+kP6BRdUMNT5y102+3m5z8eOI5BEPjyxu8pJD9rDMEeiTOWFTF\n",
       "pUEmAvvWUmOqkiIYR9SOTsFWg/Cpn77Tm62M7ykKU6Bo6gSE7ge+FYrz5kWbix7VI3umsPOjuCQc\n",
       "e8vk0MWqMDIMt6a4sv0ydgB3OQJEeOht1TB0MAkYmgysrEl/3FWeCCh1ZPnC+FRqZy90CIQLHFmU\n",
       "4Rc9D4y9lGtm0G+uqwS5L7NepixpDR4RuYKisCWdsAPAf3vB2koMvrst2lUt8xv8gnOGf90oOqKy\n",
       "10WqdJPcB35Bow+oL2L108TwS/HEA/zSwaBI3JHAMgZiePZQfoX8NURpwQLdQC3M+7Gvu2lhosk6\n",
       "OLEgBBMAeE6Au8R0zXXUoI19xhXT/cBpbQ5cnxBZKmSui4STCLeA3Fpe+n/Q3X2MoPhJi1GiRHIO\n",
       "cMRP+UPAJySIwpgnsKxOHLuJbYLJ4UxUt9cUVMv6Jms4sUf+fgJ4XG+obJGWWK2cXmBGPQiIY3+W\n",
       "h+/12uQU2VzXvAeBb4nVkjokInX7EGhV8kselMvXr0qcKK7s224YkXlQ8XaLnH1/2HCRZRYAseHO\n",
       "RvNaFZGT5StqNIHV8/BO7uKNL1j4usOO9Gus006piQG8c1/2Guh1AV+pv3oEquk3HgZH1RZuVL6+\n",
       "Ttg8wN7g5kQi4Q8nuhQrqiyasXo8SIjAWBe0ITIGOZx4A8vXKTvf+owMZAaGw1V2nq97npF14hMN\n",
       "9ihQcVB2b8rcYjmV/7wT9fgY4+gHVc9XhxCZ0trFW5dR7PF3M+Ulv/daq2s2ppmkbSgbbnqjcgQG\n",
       "2U8F97/oklpNc6WjP4soeEzvxHUIDE3bq7IlKQN5X4iiOkAFx+qq7KQtmZB+K49qbYohs6AF0dAG\n",
       "vz1RaAZEQfUyq4FGpuRdgps2mH1zaFzEzhvEkYGEJfJcgVmgBV6N2gZpEqUAGx73KVGu2iwJ7VZa\n",
       "AEtzbxH5vE9/vwRiQRsdzA197Wx4c93cQ74OtiEEcuS0DLp6397CplYGy+Qhoe9NR1kDXMA7w/WR\n",
       "+QSwtczECxdaCdhtMLs/KC3PYLwD4V76yB6tiIzNiXbf9AAAAPpBnwpFESwj/wAR3kPMKW6i90Ox\n",
       "dnlzRjC8ADOujq0OpuDxSfkQOaV0yNMIfKEcR4vVa6aTFyYzKZ426if0GtWXWVKD+puB/7+zFO5j\n",
       "zJOvN0y9BOmUJBL5Qpmy3qbCtm6uN56zpH/jivRQUsVkIFUvOtjXao3ADiHhxzcdLjADxPU+4pdj\n",
       "dXVo32H7KKOowfJBfQ+7Ll6blmpN2r6temtqsjNqoX7eX2rHxcg30sZlwU9QIs1KbRER8xxUo72J\n",
       "kWpWKddug+Ah/tJWiWv7IXQtTvCQ3P7Z6Gs+llRupRE3asxDAFYHNKzpWT9jV1EjDjmOwIyyb9OS\n",
       "IEnBAAAA9QGfKXRH/wAEuBcb9PV8H7Z6c3b3IRgeAQEo1jJ4RUnk75Sa2Ig5uVBWQAD2tBfKXIgU\n",
       "AJNwuO5M3HArVkMRMJebRCgj9DudgGfOldAZjtNY7QpzMFnFVpTUIewB7rmQF38WmhPGodOwKHy0\n",
       "QlflCw9wS5AfCpYm09sC71vCXfpa5HhP0P8pjzsq8baArnUARlPyBEOapgk4pMs0G++IMc+BkXXP\n",
       "R6AJA+tq3lpmmcgxyd/es6kch1atdJHNDRGjx04X7syFSYb8a7T/MOQVrKzY75y3tt6RiF9UHwGJ\n",
       "puRlMu3XK56DXaeUS5cuHC/4iKoUx0HdAAAAvwGfK2pH/wAcTJUNOdF8i5U1TdKp7c3yINZTgvlg\n",
       "GHREb8dOYonrV3NEv5gEnepXfUEoijfbmsAEPlO5g/WncLmqGCYsZIen3WS2XJZnWKi/bnOm3eu6\n",
       "Ivdtag6I516qSiV08leeoHLRQaGD2eXrzLKtbQnrIVr/2aad9aF8piQ8Xazu5XTfrgN4wof0+CP4\n",
       "kf8R1kvUjP1SKiHpHz/EH7WWqM6zGeVeWVQ2nc+KCiPbVSQViRa9/38NDm7llQ/xAAACuUGbL0mo\n",
       "QWyZTAhX//44QADXowBp5zLmTVu7GMwgEiCY939Rz6SSgqYpmOzJFo/LLYRhc+DUugmrYUb/zQXB\n",
       "ti7dhFCUIG+elD8d371ySvgwFZEtFLEP5LphbFTS+FEgKI9IVvKL7jL+C4j9sX7AWeP4GAPQT4G4\n",
       "PQBr/0l+PGlAPac7PJ4CtHtA7TZjITYIwiHy01DxicMrxQW8ueqosiORKiE0ZcWk3Swxqt1q7PCr\n",
       "7TtHNTK4VTVZ35NeuW8vARM6BTS6ODv/5ZQ+03UN3WfUVuw3rirSPX8PyGlinpWpZMX9ZVuv/OYD\n",
       "xmr4XIUOrk+Z76Ui6+qv6fhvYtb4FouckxIOzEELbjhtC+roOJLcGqHt9b7VnWzcvWI75iK1DYwg\n",
       "/kMZ0Ao/OYx0Xf28yh50lxQU9ub3leJpiWGUADYd7SAnaAexspPs5NWWHt8PHdazsqqmyuHcDmKz\n",
       "+ZzwngAsSs8YXgjCBfsPKTv6eLdFcOGAARFZcygHV7BwxlpOnMmHI1y+80/LaSb0fweayMkMem7q\n",
       "Bn2Hh5aPS+/bwxos2Z9xBwRxPV2ZjZtQxGuKW/9ijW9hzC/zPLdUhzZcwzxAl3aVrXjpCQSdy1/H\n",
       "UqgGFJ38MW8hNdP0qpY4IolZtBkNnupUafBbqI9uH6759JXyQebkTRPCQ2Zh2CPUyBcJVrL5E/Xz\n",
       "hiXtXbq6COGRyKw38FWxjKl4B2HwEUNQW01vmLEZQsUuV/he2qcxsDw67jg+NIfoxYc0BSfF8brn\n",
       "ZOWY10TS6E043ODTEs0PQH8axpvF0Pi/+Sh33uwUijB2CWDnBV9oOz6W+nEXtgjXVPh2saoEjwwl\n",
       "/lfhI+7hFN8idqLWxTk8XE2BxZrOMpNyo9pAB1PVf/IY5ourvoG2Cc8i4riAMoYPLT7mJuF1/t6Y\n",
       "inG+/ioSlrMAAADZQZ9NRRUsfwAcV+lpHW9RYxzTVFeAamEmld2ZOLlsH1xgC/2i0xlTjM2C6iq6\n",
       "XPPifreSJe/3iC8qgzoEbIFACMBEsLbMSfxac+///3R4Qe4SRq5zy+7NDGXXbxzucMvzFDWePE5s\n",
       "b/kWg3SaVvCPD6VXI3xYQGNoVCNKO863CzPAHhhHdpDYr0hzElnPs1WmTTYroyXAXWohNcB6ccrc\n",
       "x8WmomkNW9bpkC5mJYjG5Aidaz/gqqzq+USvhDDaPFQcNipyfCpsWeg15LuMkZ1nUT4OB4gSAHJD\n",
       "5gAAALgBn25qR/8AHEyVDTnRfIuTcIZTv0tM6KhNBEH5c9lztiXrBiqzLWQWiqJnK0pIZMl2MTEu\n",
       "OVioljqw0La6stU6UB0oZZJNYuwP17yBlHZssF/QfuUAN26pTLvcEzVbSDHqoLzAC4tyDfiFtxSj\n",
       "oDws/FBOSgPngbnWR/BMcYWoPNz7HfLylJM387xnWpVHLQh7rgUYYJxYPTnwiZKHfVkZPy65PboP\n",
       "fDBpgte1ZRGM0O/07ML4dwFbAAADHEGbcUmoQWyZTBRML//+jLAACU9vBTeJ1XbCVZDrgNn2gF65\n",
       "t/EIruOPgl4a96CzWHC6rZNosrx/YUAqaqpf+E7FnCD9wG4xIZwvtAMZOrQiZnzDuUD94StIkUtf\n",
       "F4BaNjXaQgaviKivFEErZgB4IIPdz/TOn3rV0kBdnCTm6em1aAQdWRwB7SY7+wV1zSZ+14aSSD8g\n",
       "268oJnkM+wZ9561SPJoJwrM5PYafp5HZHUCsG5vxSjbh7isZ97UmgY5hs4JUO93beqsyvKnynIvn\n",
       "nD1op6GOuLT0j/jhOTl8PgAinfdWA6Ul1Nd3j/bWdWe3tpnAJpxOGthMuw/TEoXCjzxOVn/XXLb7\n",
       "bFaBn4Ewd2XwAscOZ/k2aQdBj5lNyx1CC+gROkgIpyi1M3B59/TOyIVQktbqVqOUCxwJavW03WFV\n",
       "rWoL/bRnu7p7MYVjpLgG55d9/wopKstZ/w2OHngNWitePNGakP5v9Tave+KS5pISt72aMMkujtxj\n",
       "9BvfsHtC/tr8RNXY5FZtpie4DLsHdOXHL5QbZNNjNwRpWL8dHnriimJcWFoFDc3WImDDu2q0auKM\n",
       "b21srD6cq9+w4g1qmiGcj92YbUs5FOmpaDUdmPdhGxkLjLrerxCQ3igawxOycpJTFvYHWr+PWWnV\n",
       "fdzThPu3ihj0ykop1T1ndSqZPBS49sJ2yWD0KU1XkRaE5IEw3NEXz08OT0+rIT26RC1nauiWjKKW\n",
       "peAJbyEhgsYPtAg8ykLckQBaFjI21xnNBR4PEvh0//iYiST1ghDeN+r82jhhFRLbmYF2Drt1ov6P\n",
       "Mkz/jlGvpEsy4d1wFOOrogTotCACEImKHoOJoxCPjbgXECYJZRgHOf+ydeRC+XKdUv95XNm8tRGg\n",
       "Bh7WypSZyrUPiU+cyZx+KS+8l9p/Blz9N/nhZInbromIw+3UkpYHpYyF2wZdw9aLEQ/RSDQtXy8T\n",
       "8um0vynp98GINUtbNDMyQ4zd+VmA4E+Ptjf3A2FpkAAZeGc50x4211FkcggwzTuSt/EzKlzvdWRd\n",
       "HxcCX+yVaEpQy5z1LCxR4QzkuHcAAADTAZ+Qakf/AASXpf/vMITqTzms/DG+YVPZish0wCRwAaB1\n",
       "D0Jy7t5JOj6wb7wqvOXprskxZJo9jWula1IkAABjMAfQipC/p8AENZ8qdadrTlqmkoh4dSJtQZYk\n",
       "roEtvid9ZbdcdIo3yzeM0y7b+wCepPh/LaSwY7pN1WA4O4IkGVrSlAzqUN0LKDrkJiLTwYjevEA4\n",
       "FjxqMIyIuc4lh7GZDIVdM/+YQEuVnmmb3DZsDdbbm9Jp+XsIZOzP324Efem5QX9RD1s/1bEafT8Y\n",
       "4SMqAWEhgQAAAyBBm5VJ4QpSZTAhf/6MsAA3is6vZvFRbikqW0VvISJraCABF4irvMWB/2uDUHvr\n",
       "Kbn9OGObFn2shdvEN7GcVXnbn2ma9uBbl80qT9ZsI9DtIm2fWjboev1BTRrzhIbkyzb+XvKRjyXu\n",
       "zQ+EWsuRgGm/3EqhGTT+Iox/QP/0IhuoT9WHt837q5qge754aN93F/LXdp4e6C0NwWgXVaeRZtKO\n",
       "gYqHGQ8DqTpZW+DyYamgwKd2J1CPIFqGAOgz1KOUCQPEBZ9BhoHJ4OKhhsSQbFNlGyQZwA+mQJC4\n",
       "lGp8apfVto95ShlUhCNearj5rk8nKCao7CruNTmXJfbPrkv+GAlXf/2nW8YR9NDsbRMWcI64KvyT\n",
       "eIYb3QldxSF28/+g+1FdqxRDkgOy8fLsh+Gj0BJgRe1etUYlVAGdbWz+IqRjn5yZlBsYPgZUwAAa\n",
       "p7oFmGA00U4Cq7bub9UEVZ/Ya9li2idBRsmlbe6TxrvfbieYFJu+cGpgdT1p6i+6Lj+iFcZ4/0NS\n",
       "dzCUOUvM8Ngh8dAW0lTHsolO9yPPLobrCxeCbeO0Iyfj2AEdW/z5L7QZFXsEKxE5bfyK8cUCSvVq\n",
       "n3wpdGftksR2jRJPvETaRXSyQ+ds3eAXu4S/PLb3zs+YGzy6dAxsntXJdo1CLt8trB+CYVOMSHjf\n",
       "OqglHHL7br7g3HHVP+2gVf/9BrK5nAkSahI0ogeT4N0W0wvhs7XyW8AA7IDaLyf3BNaJPZL+1Mnr\n",
       "W8YQbpYnQ4i+sFlAZ5UIYp1HmRj6l3FNS4/Qsu1a+c1KEVFirW3A7OtkXZz2gyx5J/M0LOdYaHj9\n",
       "1LZ8fDXST38+wwtT6+Dvhhis5/RZSS3EH+8FUQmKJP7iqHvqyl+0UCiMfsth/1x8Cqa4AVg/dtU8\n",
       "mv26EZ8hSd6g+QBRk53sjKGW1nMfn2VsbJbo2eNf+TMwjkCkbTDMEhrkrDVvdYvaRBbqCSud5PNo\n",
       "M2/jwq1GWRM3bBPs4uLJx6a/92BdnvI+Z01YbY97WlJa26Y5r9r+fpSy+2YygZxjCBVME+xEof/a\n",
       "qjf09IBr05YcH+OroAAAAOpBn7NFNEwj/wAR1i7Hig4eQ6OmNwrSnqigTWqeHaYWymSqHswqT4U9\n",
       "XUv+IANFiZoGcHz0TEckRnlbXcHnDMkAHOA3Q4AphjhBSQ707JpI3BZhfGIdc1r0keGSZ+xeDMSS\n",
       "BF3LvkAfhkSqQdYHK+jdEAFilKixfxtx3cLFpDeS2NSOCNEB4Lu6XqvJ+68Wm9+a9EMfVIS2INMc\n",
       "+MNgyc5zKRv0ZwDkjvCHQbC+xcHLq5OFa0pIH/0VA1r9/KsyQGZVIBxyFV6ktsd8JM/bBSdOPnNV\n",
       "VBF5Cq1G7QZGW6sJMG2pTd0yyCkgx4EAAAB5AZ/SdEf/ABxIfaJdoYDzdCCqjTT5tDZgtDMU8VFB\n",
       "qwDkpv697kBP6P04zsbmtgKTXzpCwIFRQAAFj230nnZN+vYB9nLEOzuMxBo14BjSR6ksQVyAtOES\n",
       "Y5JFq+kW/GOPJBeRlY/mw8V+IYDxZQ/ariMxLuoD8nALaQAAAGcBn9RqR/8AHEmmsy/jYWdm67Ck\n",
       "XAMOCItcZXArdvRyT+CuP2JdGGYrCKIojjw1JAd0gf+K/1G2GILhzeFH1bIexdBGyGb1suBNajWh\n",
       "ZkgsTMLoFMJfit+gIHWDXqOuRScPSLA82RQRAAAB/kGb2UmoQWiZTAhf//6MsAA3i3DVdF8cUR3I\n",
       "ccGUyZhMg2a1oCCbZACnw4sNMOy8r+ICgU9WxWDOzmU3bxbCuOQcCO2kKISe0VzWNugW2c2bpcRO\n",
       "61vLmlPwjrHvjZFmpIpNasgMzeL7g2Q8r+bZp0x8k50Wy5MEjjKyL8ekDt4l+4oCy2y5bAZbkD3T\n",
       "tmGcircPWQ/PpE5sIFh6Wjtd5Qjk2TdtFy+6iDCM0yQR+tlvssG3OFpLRRXTFGQXHs2ToIfZqjNb\n",
       "Fqoyt/2HjeOo2EYxrYknQtGyPWRUv1LRcqkJP9fU5s3llfNN+EcI/1F9TmkenvzIl9ODJ5IJLWK2\n",
       "7Lj0ERpFRGKNK9GzskaFRNAZR6+PR8vYF88jZZYVCkrQoYXP+LRBQtNWoolxIs5FphObGxuuzT/n\n",
       "P4xsPRnDKMYAdj4V8Wsw6+s5eRK+PUrB6PX1u03DVnOKpJt4dhGRi4d2MrqkQ0rhKDB/PZJFrHqP\n",
       "U20TKyKTSvecyL679j5Iefs+UjIMgA0lBe3eG2qhLiswNl8KcI8Wq3R8cGrf44ljnDe8PcF8cXLl\n",
       "HJlzd31CmChUCdBY+Pdg0UgutnejU5NcXR20MNvxnhL7XOisZXfVbeUOyYT52bKv3xX2lCEy4Pax\n",
       "CF9p0zUw40i/6VTAIk7kjJQHLqkezhLBy5xF4AAAAK1Bn/dFESwj/wAR1o569kTrYhNAa6XdeLxq\n",
       "SwcVxX0BL/IwOwrrNVOoA5yDicd3xmdOqq+i+VELFHk+kRtjvCAjPpMRACxg3ApocL65hEILdxs2\n",
       "tOeJFYRDOVv9w4Skojn9tMVUr5/Fydu0xyc/keMKNc4mH1Ace5hQobDemE93u81qD+X12uO/W4+6\n",
       "LwwMkhf64HtPl0dSbMJKQXYfdHyJ5wIPUVqQAbqGSOLBnwAAAGEBnhZ0R/8AHFtend7KglH9YSNu\n",
       "3axMj+PPgGEv0/9e6urD/HpJQNLxRkJeuYsfRlM0DSD+UV8AG3FH72nCIq/l5hO75NtQc9GKwxqD\n",
       "M/aDjBd/GExDcuO4mCeVb2cNr4O7AAAAlAGeGGpH/wAcTSersgi/4H7DC3cuoE3YcFx61TiCNfLB\n",
       "mqGLbATEtr5o+5Pm3L2B9mq9lbPrKDvmMVr1InRxoF4AISPxFz6N+1yD0h3YQT+I6oHR+F9Xz7Iw\n",
       "cFqCMIsGq/DM65CnxlTgq7fKLNd9jgSAQgn3gvyOqUtqiHuUa+XsLGwaOgRfHnbcrOFe5p+jsu2A\n",
       "xYAAAAHEQZobSahBbJlMFEwv//6MsAA3i/ni6xxFpq9fk6k4aKzTU8HUEAAIAcYwoSc3SDeU+DPp\n",
       "BKmtvcaYDoEcbbUsiAUnftLBlxw5QDruyjm9WPo5CY13uhntCompk/PGjSHFuMBoLbNmOzGoN7oe\n",
       "VmswKPeGlPwMjj920t4cg4CS0r3LyYujXo0hkyITti9HlroBX+PQ9N6XL51VxWwR493icp3PRUDG\n",
       "mHZ7uBEut9s8aHavsrW6Dj9P5SeyvIzGMr9AVjzoQqZ7cQTgH/VrMVCZNZI7Daao+erEEVxzlrsh\n",
       "pHSlqYhuUc9P5wNyToC8dCBXadwwoxtenXmOhAEYdnjEeOTKNNUd+JZYSkgKi7soHyGudx36PaJ5\n",
       "I/3uxmzVaexTo/RIMuLkODGB8A5DTa6w+pWMD9x7ro93xqQ+/4HZcZLDzaNTXg/9OlsaPqrpCqSs\n",
       "FhqjuOCB/rK7Es2j0KS3oVytVKu3gmwldJzjPPFzq8U/8DxVqCD+sgIkS4dpxu4XDbLY95SuAn2J\n",
       "XXLOPjxiHfv9eA9AS4zO7hlr6i8BRLXBDJye4H3BzWOQCzpb42jBlexOQsN6MCw7WjsipYDqRCfb\n",
       "c2AAAABzAZ46akf/ABxNJ6uyCL/gfrFvvip+iGketuDAjpCDlQkX1uMxXjvT9e1k11eMDYFlUivi\n",
       "3P/vS8SvCIACDq8xa/wih7Z1KMpduzUjsREma7bpDi4Kqhp1va06xqESFjvuB2tWYB4L9bREqEUb\n",
       "G4Jgjssd0QAAAkBBmj9J4QpSZTAhf/6MsAA33vZkNVbxxPR2rtuVWdRZ+mcS3ChzjXCFvIiua9l9\n",
       "jjNIj4+KpV4lvHYIPUlt/AKFpHYfAH9uo1DIuJKn/XzlcWOipRjK0HduxetcsxBooT5tJ2E+6yfu\n",
       "WnuDVQs6nEQiOeTfutpB/Dxhq1GQKFHQwXRE6h4V6DdKLHClJS4zh7UqyYDu2LIrmnhQz3WmRk1N\n",
       "ZRW8KCaKEQRe3d2hmgm1doV5jNAveareBwgUBqqOsoMc9Q9M/fyPQbn5qh+/PoGVvFRzy8gXBuEo\n",
       "LF3fRbcg/mXNsGaCsmw2NYC1iBtuuIjhiLdO8X3TfK9AWxbSL3y6moOlDQzd43MPDooWviskIJ6x\n",
       "ax97c/WyZNO3K+N51CLseR1TJnjWJShbfBVLC2VNuZmUn2m7azHlzU15AVxYP+SIPvK0nFLKcB2n\n",
       "qZhFDnwwhf06J/urvM7an/fS8xzv+6/lX2g+y/aPHF5M1huOBIVBAt8DkheDqUyVRgRjY970osYm\n",
       "lecK1apsztWABx6X7Hyc/FrWawkXhDU1DZaEeVAKgqKYsrC/5BrZag/u6KQWvP6P8oYHbYexARI+\n",
       "xUTzT4bSCi2NdF1RxJgELAUbSxlOrcwE52tvl8oDIzPnbCmxj9GOr1ul/Lpcr6gqfRAgcn5Vte8Q\n",
       "DuYs/J2cJts5PnqalFebgw6J3e082Rx8VmEAukGRnYlJ+f+QfpgY76TayzbQobgIyBCIQGfIljwM\n",
       "A7DlsfKOJiCdaM+ebBwWy4AAAAC1QZ5dRTRMI/8AEdaNLwJfwkviVixCozP1pgAOK+Q/FeeIu5NI\n",
       "qoyIlxBL/uSBVhAw0enoIf2n55gS6APRaMPRQviSIq1CQFS83UhpvQycWNJeYNtSLtGXbx1yXZw7\n",
       "vn5gueeA4nkYRvcEV22cJfrX5bIxTgggtKQyOsCyHmj/zucgBJSzCjEmuzKBUQHyUFhaMmjXMPii\n",
       "x2a8oC9jdnbzaAGthC+jrZLYkkx8TdEmki7NgQmEXQAAAHcBnnx0R/8AHFjMQUpsxufr5JIsGzIk\n",
       "ofmYaeRbGugYafY5qxHJjIMoL2Wttv+YQ3NCiiU5xQeINIRpGFMN1aFH6cS0Ic0/lk8YqQXA4WKU\n",
       "hgBBmFu/zt7EDSjQLlFe40jLVV+qiBkam52iu1iwafI6x+1HqDDUgQAAAKcBnn5qR/8AG6kqV6OP\n",
       "eeD1pXOPjdbmaL0j8ENQk5sGAZEhYio63/GGzlmyFHUckyMo9uZT2Ji43XlWkkpABOFxECitzya2\n",
       "n475e7d03/dQBkKbKkPgzPNjxlWz8b/S7dJjwWRTF9/VMlq2UCZUHAepQb+yW76VQBRs5VSqPD2P\n",
       "YbA8V9G/7qiKXvKgaJZNmdqQpF1ndc1GrGIKstr9L6Z6C8iG3ehNwAAAA2dBmmNJqEFomUwIX//+\n",
       "jLAANkrOcK9zyJjWIdCoO/NIAWMZwTWAH3odU9GTbPqmwsVZ+HQRI+f223YBwLW4rJ3LImLfBToR\n",
       "2S8aICzIwSi9FvFsdvEgSlUk8frDd44y2F4VTtHyDlG7C5aSKOD976iL2BgwSin8IetUUrbiLv8u\n",
       "akAwX1rv0oCzxDtEfsVHMUvamoO6E6j2Ew7bxpTDDG8NBYCadN5l4VKd0CQ3V12J3df7YY3YiVw1\n",
       "RgvH7QkOFYTMdbuoqnld42G/fP7ian+ux/fhAaG7VkiqATkFV4RxR66miG88DCuS57fKQD/egwvl\n",
       "zXjkB2tjQqWa/GHn+ebiArAe+XKsLHV/L+TLUV9Y9VtwAkqHtIkLCDYK16WB2CsYDh2bgXgcAMCn\n",
       "eqIUCDRd4i6kpi/rDtb5vmmqqXQC7Z+HnB3x0dQyUZ4aNbuqTcGLg0hrDL0Axdot4jEWrc5nU/O/\n",
       "ws+l2K/UJklD2ymZPpdu9aChabBvO4Q+30cbpclmdJ9LuWPl++ocbVL+UzAM73IUtbIP6LHK1bhz\n",
       "F9n59dlCbK53f5CRt3m5bsZDztcLo8i6pRKVRwjNyB++9kAwCHX4xUYi4+/GGcqQF9aIRoDPI/pR\n",
       "oCs7DktokL5ZsoNqpUeV4SOnczp5Rn0geCsqzQ02FBC0si1m9RZJG8nX6t+8uJnhX6bJbbnShFVT\n",
       "HzNbaAf8Q6McuNZZzGM2Z6QivjRIGigkOD3zAUyLyCiHFoWgQvYy3Xl/TSo87K5XqFbp/24eJ/Jb\n",
       "WsK+UFoDjiP8iBhoXtc1ZY3MjLpIb8kJYO//heYD6cSrdGDbhiqGIi6fOtL6K1AEWIPkucI6wz6l\n",
       "5m6xtAKvQze/q92r2w7ld/HWQwtdmmNllgr6g7+ckVX/SIY0rvEDmvCjbV7vzE8QtnO8jFFg9sIa\n",
       "cuoQAlnZuKGJX5f2yBs91vY5LaOnldh9IISCQXnh6D/3eUlyVfUrHUG8TNBok0zq5gCR5z/4TlM2\n",
       "CVqA0TvRoXk+pgzWtMWthF5kTtiLW5Ph/YezpLYy74QoahyIrX8/EAyIDwEJEIjoDsb3mZXtKMQL\n",
       "TuNqyMyijzTPbRzjNHEjUgVbmWJu5A689KFaD14tNGIW6X8ckXg94MQ3tgnr7MFJT0B+2E1f+bm/\n",
       "ExyVAAAAmkGegUURLCP/ABFWLt5qpFMP1dXfZdoJ6lBWeN1j8vIATSyWjyQx5Nxp4oRPdN2ojik9\n",
       "OANMVQ2zZRkWFHeJDTkamqE+oAyZ80XzTCxS3BtPUeBKOXvRHJ/FYF3lnxjZBnvThQV+eWYmPaqm\n",
       "dNE0ohv6wy48OhoqfY3/DI0Gd+mMyHuRUteazSq6tZoZUgs2lZVr5nkLmBKX3UEAAABhAZ6gdEf/\n",
       "ABucAaJdoZ78VYjCq56GD9mOrQz4rko4sA1JHYFY7URId+uThkiWyAHUhAQ/GNu/GD5t3A1PO1OZ\n",
       "Tstp9SPDVSlVwRt3MyWTiVsurUzVnnQsP7ynfEVdGdLj5wAAAGgBnqJqR/8AG50JWSUEz93l0/v3\n",
       "FAKhjLfdBfGmVr18qD+xVQoq7ytpmraRBC0c7cKaMU0VHila/jwAfwdZVKauslGDLw38ohZvymyu\n",
       "4XOZEkQoFGgURlBnWKpxC8tSPdCIFGF18s8xVwAAAhtBmqdJqEFsmUwIX//+jLAANktwWpznImMn\n",
       "AO2zWAIlT2QcInGgmiZtjtT2wEuPUD/L4LM9k8i9AE7G5yI5Mu720SU8HldocZVvIRN6tKkBpc4B\n",
       "Qtsam5E3oZ+0rP5o5lp4F572JGgTStYZ6tWoYq4Utp9BUPD8LBpLQXLiGjlFSrfveZLH73OJqRur\n",
       "jzZGqRWqlmvs+IM8/7seHpQK1z2uKYS/c5MKOP+kyvY0OGYoDDCsA04Ie79/HTv6WuC6ZrBcYG1N\n",
       "lZRstVNOa2WEo9S0rjjjZZMfHVOWtSOP6OuKpllf4DjFvpTe3sDwCfpSWbuNUOFnqZVG9CCePLtn\n",
       "TnpObn4A4aJo4SX8gE6RbmA5gMmGsq1HdzS6nZC2wqKlQrtxZ1pvGu5kWgVIOW3OnAlavja3D9tD\n",
       "YJmHXZIUnc1pTE/7JM1mI4dECN/HEdvJLganywiHQyl4zVQ3VRJNCftxoFsXE2MYQrGulT3yIHeZ\n",
       "7w4COfA2j4NOJHko/KdTXUyKLkIKoGOQWnbqsqC6ViTyZcTzN3tWY1eTU2QTms55wxSXkjY7ViT7\n",
       "ziaWm8bGM7ArSKn6ePQV2pfsK4B/GWj0HdCVk5gzmuLmD6zi+um3RH80SePWsrryTnDsbwqPjf64\n",
       "KoQ3oWs4mLCD9emqWjgCXi5Wo8k74L2E8Kjl5KexBqQ3gUuCKTfW/WBp0FDiH8z7+QaPSHZE2jQ/\n",
       "4AAAAKpBnsVFFSwj/wARVoz7kQx0dPYnbKJADaZWFjuoE3KztW3B1X+iOs/Z+qShqcI40bNyjjsN\n",
       "H48mOr2q4b1hbPOQc+5h0Bf6Q8bKBxHTbtsqzx8eAunn19/BWA/UzWbIiJkHKZ1przTOLGH6ibwm\n",
       "z7X44CQVZ8Nqmp/P5tpLRd6UzyrUereG+hw89cRLnnAF19AGciEJKmQkFkBfUg4iy2OMr5QHLti0\n",
       "iODkXAAAAIYBnuR0R/8AG6u6WBYDCIrdNIA8AVVa/6AAnG1eEuIt5cuGt1cJ7Vx2qLA2EQDbHQlU\n",
       "c7wkJUnc+gosZDNP3dmAQRM1qjKd3vJQ2RJ8kOuovCiibcjgrigE3YND2V0Z7xifjtw2hwEPxOp8\n",
       "uualt3nCx8rbhKiFikViAT3GyetpgEUk90FCDwAAAFoBnuZqR/8AG6kqV0OfD0khkxxb2p3olO6K\n",
       "3nlQekOt1KO4O6/R7Vjs1HX278Wm53yMh38QuK2nXi8u9vGhJO0M99etCM54hMrKNLncU5iym3wH\n",
       "zGBG4vAAg4AAAAIYQZrrSahBbJlMCF///oywADZKznCvc8iY1hwq+EQK0gCmLNXrVrJiY+1q8SKW\n",
       "R5GHlkF7WkJB/D60vvZ1fLnQtn+rbOBYzWK94dYaglnWB6FHlqXe8GOkQPsS0SHtjkF2JXXdsx9j\n",
       "WS/79g90u3vyvtqGepH6wilnFnm+2FGJ+1MSnu60eDKHCg8taEzUu16vis91M+KNjm+YR/rnS8N8\n",
       "KIUmEXdGC/Gel87ui8FEVObLd5wB5chj8S0gI5ApInyp+wD/Ids663+XpewK4EdxUvTGzPWR+bul\n",
       "HQ+pZutB7EEu1CF9T3xi6oB0y1BhRSDHHfTcVS3bN6bWU3bDktClFNFVLc8bs81n/jhBUAJx+EPz\n",
       "vBMl/245/bMYs62g+paNDj5Ze22xa3KGz1YL7d10Q7/P7c9D7LkBrxzRcgelWN/6C3H/mtpc2cf6\n",
       "xq0qtMndT3RYtIqZ9wp8gSXqJzz+z/7kYBPcNbkwKLzXpm3YotyedDQzNIs5eBlkEcdNjgTvU6ap\n",
       "tsA9Fjqjq3PVer01Vz/dWNWwD0Bc0k+v5bWSH+fR6S36RRef6a/OOLPCW2F1nWiWqlS0FuNN2m8W\n",
       "TSqqoyo+H+GcLSAAQEj1ysOat9YvFivJBxNdXX1FOaN+E63EkTHgAENEfEhtpdiN0lYU4qy7odrl\n",
       "XV0qXy7RGN9YWTZWLwX9LTIjAJjWeasqyehMfJ6JPiCICUkAAADFQZ8JRRUsI/8AEVYu3mqkUw/W\n",
       "1cYFsiAFmysW1idgbjBWmVPmHSjAeBEhxHzmC7B4XuVmFpl9zYVfPItu6864i1wzUJpnE5pPdqyg\n",
       "u5MLRJ5eAl8+ldwS3dPf3TsddbbyPW5iCeon5xV5BnmyF+zQTMLpk1XORkLo/XL5NL724Aj08OgW\n",
       "pfPUBOWmV/ck0yPAKk/Ja1eJK3gwIRXUGM+jsYtXPLidWZw3AFblZSJxTBp5o1bYz5HX0aylpdKy\n",
       "0rwvvRgz2OAAAABsAZ8odEf/ABucAaJdoYDyUF+RUpit6uGCsnRf6hNiP9PJ29yHHPfiBkq5/wAR\n",
       "BAQlFqxULzEIbLwNcCZAAThpIIy8GdDGgp3ggDXYBR73a+xZsTVIQYBiaX+pUgs2MA37X9DyEPyR\n",
       "9kLwdQYtAAAAiwGfKmpH/wAbnQlZJQTPzwpnIJfSsqD8UClw8g4+asqu40uP9G0RfxwgdN46a5sM\n",
       "EUaP0HECFhdTw1I/SRT8Q3yAAnUDouHvsmcSIMJTAuOExdUYRjYUEfvk2MWjoU67bh4JXh2edYkl\n",
       "bTPcSQQBJrV1cUIUdYfCGhN3J43+5BY969YZ88OjvprYpIEAAAJYQZsvSahBbJlMCF///oywADZL\n",
       "cMLN5ToEAAQ13t+l7IYXEuG9f2tW/236p2lj/fMcGIjpmtW0t5PxJDdMGp0Fg/9WUqc8iH9Qs7y2\n",
       "GbIiIc/uGa9QgRgIpW9V3rJ6QCn8jx/v8P1nrsxKj7sRQr8IsYnOZmBqk7egIyIt6EUYX8OyiymL\n",
       "qfNzN4IcRCelo2Sg1vjNcAJSyCXP/oqBP9LaI0SN1IxnrSSWy+A55qjYMwucCa4jr2PUtDWO1mAE\n",
       "r4nF3RrfY4ol+5AS+ZxepdQj9Rg1A5UqgnILMgV2UGOFJH1r/+XWT3MtBGEYmRGpMy2VuyFi0cU7\n",
       "Y2RW4eVUfgaoZ40YeUszGnrCU5seN6FqaBT/18dt1niSZT8slYy+V4EYSN92DfigWqLraO3CkR+V\n",
       "arVOnKEEpn1tvuvkk4reIqodMLj9Sb/uNI9f1fzbIkwdK+rszODqjsKK8ME3C6jvEkrmsy4lxmqM\n",
       "RusHJ+6jX5gZ/Qg6bLkVHXrRtfWRek/IRt1m8tnGtDsnRT4nfpkoC27BCuKG/tX1QLi/24RDuxe4\n",
       "YozKTfNKFrW+f6uyS+qE4gYf28oKxpn8ksSrlMVQKAToirwJOdxU47c0EgmesrRPuo/rPxCryc10\n",
       "dDPY9kUgQ9S77KFylGR+b8lSxtY0B8N8qI0ha4mTfGMNxfSiGmBUJ2k++7+8E5UQ877Z0Jt6+QTH\n",
       "eXHP4yQE08AvVljP4D+CfaOxzQau8XfonjK299aik+vrKEKzrksCF7ZFgQB+TyQRatNjK8ESf6FV\n",
       "rjjha1ZL+4TPOrMvAAAAsUGfTUUVLCP/ABFWjQpvBdojjy/dIwN9N99eOv9ser4bDxBiAEoyl3zs\n",
       "Icc7P8fhKYXAOvpzIpobpEFIgJXMK0eZMd3b390e6ozUceq+6jvvEPN6EAZnko57mty02XpxztYL\n",
       "eHhlpYjw2nM1gR/zDH/UlK7McvFksStCmEktMc6qw4nFyEDNTmMf+FBqr20KOBsnJDunm/LaiAXu\n",
       "B5sNKorLtrMOyWBP/XcuUMfIrNxCXwAAAFMBn2x0R/8AG6u6WBYA79jm0qVye9q7OR8MA40zvG3a\n",
       "OrxCglnOB8Sc0j52fk1aEi3bmZXQgRM2Wu2j3liFuOFmryegECW3rDQ/iNvqyNAwEoqC7gAAAGYB\n",
       "n25qR/8AG5//q7IIumB+2y+/W+bUD1M5nAtbdFu3CqnFXo/Dl4w8FcUJGM0NL9D7JhaYk1rKhlv7\n",
       "DTobwAEivTmi6Q20/6q5M6upnv41IiPSOAZdbHVt7m4mINRz+bZ7mjp+wccAAAQOQZtzSahBbJlM\n",
       "CF///oywADZK/rjs/flqbhwAB7VJDlN16xHbwuLFZkuKiwuSOy3wvPdFjqssnQ+gt8CGBX2xWpkc\n",
       "kvmR+Du0BGJZVnucO+5BPzArHx6UbzXodblM59H9cxpVZgeFUtPeTDjjhbwaKbsgSUv6m9YPwFXp\n",
       "limLd+JiGbtZEKJq116u7WaRn4RHIWxWR8O8eIgmigAUK6i/6YCiX/kEgvTA5yyHx9bE2L9rc4ja\n",
       "K9nUlbco/lIQVxaMft/i2YWJgA95pF3pfDC0y9auKrgRelE64VMyF+38337SXXpafA3Na1MHugrF\n",
       "Kirv+iMcJTMLZv6QIlXvmYoHGDKbIuN83c9QOHKA1hxayimmUPzTqcJgO8jqq+DsjTwOumOX0C0H\n",
       "A7tPD42feXsjNJWgj7Boy3lbOEdjs59U02FKjdJ6vwYp+WWrSOKsULTI+31b29FWgyrc8Tv8IjNr\n",
       "xOAfTgFVIY0GJgUwv+edIwkGkqf/9cDVMOxH30fGmxEcAgaomXAsTEc0rtof6X/Ft0UC30EH/EeA\n",
       "5OoSSqG5YQYI8qmNSUaN2RXLL0irk3wFrc3XcNi4nLdIcwHREvWRY3h844ECWHhSkdv/n9KoNg0O\n",
       "knKzcNgFihFpjuItuWSUxYGA1oIPNByEKSZBILudM2Pib4myVwJKSfw6Cu/VPnN45CdVvptq8S+7\n",
       "XkcqoYNmUyjdcbUrxab+t4KrzysZ3bpXPX2buBMNRzVCnlB4t1LjDXTzKCt5NL2CFEzckpZv2e39\n",
       "EMKhiB/J4iLLBcWCBWHIdePiqllMDr4KL4ixWjgtx8mYoyVYJ/BzDr/QTd8je10YC1MhhZ1M+BOl\n",
       "l+2L/GxB7TX2Dxt22hUID323y5f23LzeE6QQYcvemweY9J5bhsHWvfX6P2B/VGZKo8HGSc1iAbQL\n",
       "389XU1imd5Gnx1rPYLFJJ4xdBR+8VoS2yuGeL+1caG+BGKn1rTFrfefOpemWBZQTdTGvso+fdq89\n",
       "966bQpT5eke20AEm/+Bbnn7CQQgW+9P/wRBLiOkRVk+78ixNog86rj5pq5N0zBP3xEmH6PScyUq6\n",
       "mVZ5neKcX1zn8IUBxvsQrJi4Dmo4Av+X8pNGOSri8LHtGA0ZqTjyTYRg3p+HaEgum8yzTaoG55bL\n",
       "p+Xt7C+7f2zbZXFe9z1MQM8aUiv8qdsPF6W2h/W6XzIUqEb+DSloK6e6nUZihcWorLMZu4XxbkSc\n",
       "Ujdzgg4xNudyLC8ujNKObGYIgLWuyb0Yl1KNeTIjIEW2tcNbKC2FrqrAyD4CphQGz7sm0128s8bJ\n",
       "nbi/eKc+cKi+UAif2PafTd22OH9j9TbT/VWIBUvOZR/dlMqqb6U6B2wbR7yPqn+leXRhNiY+fD8I\n",
       "AMWBAAABjUGfkUUVLCP/ABFWL1higBXrBhy8/0AgBIvWzQbIuu/Qw7BliJuBgJ/pV/kG4RZLzJgq\n",
       "Z3wmCkfRdX71+7LmJL3ko67GcxR+UTtsemQU19zyQc1ez0cz7thXeSmhyUCR1ZSWNctoiuP83FTr\n",
       "yPU7O2pi5oDd0Mtgckt1ghi2w4xzDi6Fwx2ca5Nu9Ijs0UbLea7kPybFOFfjfhxV51D0M3AwvfkO\n",
       "YyKu34tju6Z7tpERDvm09jn9wchoRs0A9yNtjrpPgAvEEduvMsNLNbXPiqTUUwhKZ8kw3hSOFthh\n",
       "3U30Xzj9qVUtJMY3wtI9am7u+mNop5iueSuP/AfARnrFfwXbowazpEWMrXGCI8YFxnxtqVBv+SkA\n",
       "g6imUyoFefXrh0Np8TkVXNiqBWsb7YWsA7u5ECZmkL9gT3Qf+x2agTw47GXypL+49Ag2LzvNRPx3\n",
       "e1w2ijhQvNlhMs0uvz8oa1shQF/iEd2bQX5ISGJVoAK27OZIDJS8stMrwfSswS9ERLkXY+8EJljc\n",
       "jjIAB8wAAACeAZ+wdEf/ABup7/GZAcimHa5XOdYoEXmdEDGXXNVQIOUPkHxWMTQH9UTvn9/9cxnm\n",
       "TSWpBGyOZIfhsII8Q/6NbDoAOKca3rMXdv+RQAAAOhd9AUFgrL78/KD/RYvQgfcLVqY3E/D8qysZ\n",
       "AsT1EeNCq+v89nvG1wa8dBXsmFGgF6UKKUw/EGzQR9eYqzJMwWdXc6o3TLzWcuLlal6goIAAAAEh\n",
       "AZ+yakf/ABudDCzyEADfaeaeIpky+0taTVacWtDg1dD7g7+Io3clXSI1iUXfpZ2KLWXmwkuAvUJZ\n",
       "iVZBB9+JQJH5jhp8U7gtPZarqvf0ExGNzIJiLuhv3EIt8yhlDe+oRAs/tM3Cm5GIttq8pgpj2Mr0\n",
       "SNJVoyKhOlktyKbhQhalzT3TDEnAjVWnp/9XxOSfwRZFg//tQ/RLHD/RrjOU9qBCV0aVPWpIDIvU\n",
       "SpiLMR8Zywxn6oFR13PaaWfFfAbHRbBfSgLXindHDwD6KjLW4XwR/bMrWNO4svWazjnyNFS4ZcNY\n",
       "xGZu5mBWXa08DfmLXSJCyFAz1yDi387iU3OwQ4pLO3MrJIK7kDPuemyJxcqMlHRvwbWt0RepNA9g\n",
       "twBSQQAAA8tBm7dJqEFsmUwIX//+jLAANp72ZLmxvmhoASvlId9vDso2n/muKzWgVL6lc1xYQPx2\n",
       "+lmLZxfFkgjcVFOk8lz598aQ/jEJxWERp+4uEE9Y338JfgX7tgw24nrVYmHD7vgbbk9Jl3QAers1\n",
       "J9kcqFMomxoe7PeXgwmiXwL3MRhs2AkE2lZ6sAcLxqLdia+FChNqNqAPVUXg2zCApdNT7xZJVPL3\n",
       "EmQlS4nY2ZYT36JGQv01/wXrEckgEency+3QgN5lj157lfJ9Nxg6ebhXu6V5ibPjT/OYpvHwi18D\n",
       "iEWIfx6bRUTxGYk7Zx37R/MvMex5tGGnobMkZVSQAlWx0mxKYto/aFaWwkx3f12v5dpJH/2am9Iq\n",
       "zy1SxNymhqt/+CfRcpEpTrLVanAXNOmpU0y7Ualp0fs5Bflgx2AIiEo528OZ2BKDgqyCtjbhfkR0\n",
       "zCSDYN+4Ga/BxqwXMgnCE1AsjuYgweZngIR0qMngC5nM1g8ZFdCucTw+Z16V9ZFMzeTa50UCn7/E\n",
       "q/3veKnmo5jL+4qsUBHidO992V3aB6sk9u4Q5wFsXrkFhYKZbGdp+OArNK5Deu4B6NZn7CYfcjqL\n",
       "knS9/QSozWN7v2LXhusI2rj/vtZvzuUNVGZTC/0W0aITfuHu2WJE6y/mGDiCg4wr38ixAINh+lZK\n",
       "Vzny2hlnFm+IvpbxsfdxO1S++ie5Gxg9E1q0hrLK3QNSYuS2DEceoKjRsAtJSDITeOLgX+lghtj1\n",
       "rtTGN8/bEN0bwYgvpCNryad56TKzP7AoZ3ww3YmciV060/A7qcKqcdESna5OstFI1L00lJ3T/f+c\n",
       "XdEk/gpNUiDgi3IXyVujrPY2ZTJrMFRe9hAVKwzYp4NsmsqRzWd74zLmw0c5X35p6FS0Jc3ggCkp\n",
       "E9vgnY4POgqwJLCW4xT93J2HIteIIZDWGtPh2Fwl61jYecCxYqNhfWpBs9PcIB+gjeGZ8MJM4Tq/\n",
       "c61m9BcWav15wkYdlj4ufSmAuftrsd67KAtkT/gHWPiJ1cnrCFIlFtcBhSYzcsVv8n5qoVeG3pN2\n",
       "uE7/JLsHJswzr3+hf2Z+91Q8di4ElkRmxlE8QYIUr2kU2M+IOBiWNPVTJdHzGCc4KbjGZjX5Uxh/\n",
       "RlYhmQHyobgi2RfN10SvCCbC92fjru2Tmz8QIGRwJ3MGCXlSA0mXOGJap2M7wq/41uO9u9o0bsWD\n",
       "AKbLZz1JuALBRvF6kmMPZHCPtmGhBbE4LALBF9RzopibBud2GLB1u02i0qHoHA04XfGM71VWZ3Vr\n",
       "f7wmRtfoidbNgQAAAadBn9VFFSwj/wBHgpqLspn3JCIAbV3IXeu6LeoPWrnY/ld6uDO+/Ou+y2TW\n",
       "5XQsbif6LawhNqbYLxBChb4Rzd3+pJGKRIaBYfzo3G4iRy7SmJv/wsn+NILG8lE/jPyOOg1wW3r9\n",
       "FR+EWeEFn4aznSujWIPfGAJibGHcrxvKwLfVXGvpPZAJoiDPv3cJA0BOdq+SmJ2GBM7vDZX7ECoE\n",
       "PMNjmxAIh76Ii9MwozArnoBnQicQtKjCyI3sZqwXypBzXhUIyW8uY0t2s/xNy6MrW4AH6fIb0520\n",
       "QD6rgP620Yp9+SHKen2crYDIriKuH0FmFwnFgcqKlQkN/8Rp/MxTULLKU/pfq+xBi4oH95L8koi7\n",
       "8tUnUcIQNp+TO+eq7mP85h5bUmSCA5M4XcvguSKBtC1g78C9GoAPDSq4roL7v2QqwDMaaujrmtw/\n",
       "Y6ePQB4jn/6+VIsoHJM2AEMiXpnje9Cf9C0ynGFKUZUUH0crEKs5D8NaimE5PRtrlMUBHYcaVrO6\n",
       "UNhKdw/qwB/hX7QhhzMKdCmq/Ghb9E0qRXLI3qtA8I2wk35gqoEAAADzAZ/0dEf/ABup75G69sDD\n",
       "LbhXgKrT8m0ueBra51BD/4/KY4sIGoh6OnU8j35F+aSdI3SWRtN1bjnyTG1cS0IgAJWxiaI3zWJz\n",
       "FcrQXGLTglxE2w/eHuweqzfi0RvfI3ZTyh74pppbW16p5cS6UbwXyffq8Tkxs15XUdsQNPT20MYw\n",
       "7uTaA0RBNi23vvNsp67jGAGRoeG2oOqySCS5dmJL0RLgujdkx5ooA99bcDb04sXp1FzwH7lRy3WL\n",
       "+pSMCOgw1/3m4mIXprjyYO09pQ7ltu0sn3QqnZG5rJZuyGVbcPhGOUOlhEB+gFhC4bItHZLfdg1I\n",
       "AAAA7gGf9mpH/wAa/QbKz67hZyascGFVb8eXeNkie06CoDPC0xlVGMetVzDwJ7sLrhHSVuQkUhmr\n",
       "12FmB8LJtbrdGEV5LHJ0AB+TdSPS4RFZwz6rgRSo7/G3TIZYqcGth2sQWy3aXoPistARJChixgzZ\n",
       "uhxvqN7tfdDY76gY3J0l+5bwRnPK/sXmPzz54lq1gvoEqtZ15Z3zQam5XUL6cE4JmNVgyNuKx6pn\n",
       "OPRPAD6hNCgDD2MW7zmMe5e5FxYxDxqYmYWnAVJ/CKR6Hg66u4sf4DZZUzh+44hk5Fl2EvuI7tYI\n",
       "IONmuhjuwC3eIYqgRlwAAAPIQZv7SahBbJlMCFf//jhAAM2dqIy4BVXzPNOMAagBWKWrWw101IEB\n",
       "a3olm+PgpOdlENoG7+1uN5Ezl3ccFjMHkYrQlCY3dtsjHJ8PaMgm0FRqHINtS0khElkS8RaKS1A3\n",
       "yPJVqXpY3oOy4zYDfoBeQbOUZxAUtTP/7e2whYW0R7P9HKv8lheam3HoWLXkVzFuzK5NKkZxrZAj\n",
       "tOTesSY2QTDZ0hy+7N8sry1BwfpK6YX997vN9tfvpnCOts3Xg/UXBWZdLrTBBQO0+5xlIYFNhPo/\n",
       "hHtm29BB5VuDQEcW8Rzz9O84uVjuN4tYA+e/aiPJe0MwfrZNiTpXQRXKPkrkZXBYFDZc/rgY3ygb\n",
       "YjbwLZmO/SH9k0TTys9oeYXXV5nyPzXT4X3IQnbekCXc+bI6n/CeBH133+vu/X0KFQR4JDJp/CmU\n",
       "Q1UP/GGD25jgTwwQ6Q7g3huUV/azZ0htH1J/QO31/hOgEsHEtF1UlKvbc2AL6MloxRTwUHVjZpY9\n",
       "ejOr+AI2sOpWERWQhFmJzNAnlvBJDjj0yYmN2c5aTJLZctYsGOFDms4DRxtukO9kQLiOzpj1Rl0h\n",
       "E5XNZhCrG8REjMNHdUvQ/+0sEStNtac8gIRmm3NX2scWe3Jb3gQdob47oUWJN7aP/dWcXq1pEaDo\n",
       "VFUs1uB1qx1rOn0aaT08I8PlYB0tu3v2GKvtR+MrJhswuugiZ7M2cAcCUGQR4kXrcnhY3+PGFfXQ\n",
       "IbkhaQM31z4z7JfD9N3+r1PEipPQ+OTJfUy8cYji6gD6nVXXJXEpStRA+Gu1eRh7mN7U3MbN5EH3\n",
       "PRo156CywAW7ws1hy41LmGZr/eCD+4igrreEmf98+JPkTyXk3d0+8G6N+pyUspxtNPkzoAIrfcOF\n",
       "LyRMnZsNl5/fmbO7ZDOc93+4uJI1LOb0KMHS3i0ZPnEY8x18bSx4JFjylifX2V5yTZ7MjdI4v6hL\n",
       "JzWZlCznF+E10AmcvZoTwQLZ2J+CrjV3d+vF8YydHAoGxPB2oKnE9W0h4p6GeSL8UEBGvdB4+Jlo\n",
       "a2Cs/WfMfnk8whm8LRikNI9nkUZKpTNP2v+OqPRCDpPU1LktKKKvZB9DF2KBF4C6U/x1mU+KOyFv\n",
       "/r5DhZ0aggcfmPYGNIQthZH2VhQoUjQdVwyoc2/9+6+SSZGcIkYs57PzcfGVj7TxnVW4vRZEhzIe\n",
       "1GX2xynWMsbssMqMLbpayVpXFDNc0UdrBnpKq4+0fZ7+7NzXiHKW61ZHJaXEuiFz+s9/f+AeYQr1\n",
       "B6Vf9YdT0HmH+4qgyrnJ5w0AAAGjQZ4ZRRUsI/8AR4p9upqQJ5pI3GDkK0oiuF/QNG3OjS76vhra\n",
       "ff5BW7IY5fiANQlKIJQ10aD4Hqpwwsmy3IF0pxABnr7SA2BkCtPnuk9ZH1/+MnhdIisQom4WYHGA\n",
       "rwnjoDyBNvVqUTKbBHPr0QwaMkrCPG/0hoqKlYnOxovjTFy6V8ZcZ2wk1vEiDKRXlHJPfvzg9MIu\n",
       "cj7byymyR18IIaiAJWe64kVmwAorjUB30rRzxMZo1M1p1QAT03XhnEI1UYFiUvQ/NwhyX4xQ6pXW\n",
       "z8EzTZy7C2z0jIvX9dsyX/lPBqFIrfh5+3wKdn2tM/doS6BfXPsdxN3vGMGYWs5fq04UEDq9sV4K\n",
       "4IONLXF7dSfxU7NqzSjwQgujFri3kS4iETsGa29o9pvNd5IaJHQnOaXocWhz5VgCHeeyomn4Dwvb\n",
       "NeLslas81Ii/JDvcV+6XAb8JE1L6Xq4Csa6/nUIlBDrPcIXqLolvaWpedXn8uHP3nzI6wnc7exWq\n",
       "Is0Wll5wJCZ5taBhZGg9cdI6HDoOMqcyJZlvBbIhjBq3qXsy1Bbu+YAAAAD/AZ44dEf/ABsJ7p26\n",
       "p3MqAOhoGnrpqCHR1sX9Wci7p07jKP7MGuN9PxxiBEt7964U5jiKNd5rNxoRUrs9vvAq7lHEd+Fi\n",
       "278fuGfgA+3+Vf12Fj9itKTb4y8qleHHtcgWgulST/V0T5qE3jKYMwtPXKMf3xPBV44fcAyV4s3O\n",
       "XQ5JV2r/MlWkYsjBzL+oZK7KVv1UmJWO4zl06nbntCV6F0aBqg/J4sofMXM2S4yS/k7rxlMDnJH6\n",
       "GxgqGg9mLJn7PspTfMXg7XoR7YM6mLmXxF1rFDwYavLWpow9/Jh0W1b6MQSv83iBArEiQkFYSIcX\n",
       "WYR6SDQs88L+8D4GACggAAABLQGeOmpH/wAa/QikT7ogm802EeglsvdsFrawmNoB9IpKT7dB8NRg\n",
       "j136JAKRg/2vH90mAEB5h+LdBQH46e6xG/L8Hr63Lq84G5pgpEI7K1yMGLungNlqO4howfD4QBLc\n",
       "dft6o6dFIjre96GT8KYqRU1oi7ZuUI+zlbCY+jsABzxZSI0Y7QDJ1qgM/EzMiD5JoJIERklobT+u\n",
       "0uvk0mNXxuh4QKqg+oPPiuYLdX8XzOpUaA8cJKU9AHYqeQAUlysYYxRjW6lyC3Ja0hEJFetm0yy0\n",
       "QNgAaredkcw21+Y17lVy2GUG+GAABI1d92igKQLu2LTu5v19Sh8aUx8qwClhrBKQrddrbKABW6rS\n",
       "cd5fJRKzCWO14QK3ATp7Q6jZ5/BvfzPP5PWOSyzDr3psELEAAAQmQZo/SahBbJlMCFf//jhAAM2d\n",
       "qIy4DL6AJY67smXryP0qNFTipTdoT8Gxcc63/kuomaDbgbByVZ/krhuUO43CkCdCQpoyWZeMmL0V\n",
       "QeJ1Qsn1ytLyWA63aLUep/xFoNQv/YcAHflSAGz/Ejq12EKxQxDrc9GqZRuZbLZYLbQVnX3XjNhE\n",
       "Sv1Wd7ikyVPyNYGNz69UzOxv/OubVhCB0fgtsO4t/q1nnEXa5ZMKF55my2gFmCOtmEjCNS41GeRh\n",
       "raHD0usss6T6Trmlq8mDV+uIUzz7ZZrxtMp9m8Jg4Ubv6mP7tr9cBzjSk/rfijEjfibzjEEAvmUu\n",
       "QMc1vdeBG+f2lGwEBrbuzr84ceGZdqj6qMQZYEE2XANccIIBbGRYvLL+uCRnUp/g7e5nbEAB12oc\n",
       "fYLKjYd9wL4jCMx9xt9+D2S6KvXdHOrbdbdqhIQmSj5C7R9G/J/0+fMG/77seebNMTKgR5KYQAJt\n",
       "qKK44KSHbc6yozqlaRtTnc3Gml47dP17Bw4X8qEFItjpgFlMi7FRQfZHBDdW+22eQqFg2ZUDnbFG\n",
       "7NQy6iUKXswDttrpwVGo5LaJ7TzdNIx5+HD/SbGJu3nWSLkgxAOmmo5CDSxAnZPO2+1UTl+lPyNv\n",
       "ikhrookZKuSLl1vHOnnuGx1M5LNGacdOMPfWxc4g5SNMQ175adtAArNzWEU1yIfH9ffnngbyOfTC\n",
       "uFUtV7D0M3Jg/opf1Mdzkdgs72jOynZtoXDi3Joy7eo+4zcjgQM8GQan+RSgCecVzHiSyHJfJWOH\n",
       "jYY2nsoZmPPNVMqlBq9acVLCEr+sXYCHH7NRxhaviHUf97ytjj900YdP9kDxzrkl3d8HAbD8Yr64\n",
       "0xncL8AJfcwCiull3xd87fTbQS1Be8CrLyxqu8ZAcxQrTj9sReAis2MeF/BlYLOdWrHpzomCqGOl\n",
       "kQiHiiR+mwM+uc7DOGDis0L0Bi/ervCEIw5HvJAoCkFqflc9CXG4UGp1YUgStIYnvU0VYJk6qJ2Y\n",
       "SPbWBKFAy+a9u7hx7h/Uq1Kah8DzhVw5HriCwk4SOx9t5vwdZBJQJ5e5AO1Bp2d+dlW2b/6sGs6Z\n",
       "qDxH7zFgLwIw98DyH9M1MHG0ZwltI+ubu6SwdJHwn4avk0Y7CVxGS9b1UUIgQW+TS/UV6YwmoC+T\n",
       "jsIBDm//tKI8Sew6FCHVM08zBN7mSkcjwHECTDAUTfaS0V3mOWbU6YeGHDW8LPNtjNhn1KBEfTFY\n",
       "nQxVuMRpz6+YIdHzcknbjgqlttI2pdmuiEsYwePIrdrWvl6r4B7hsWRCt1/MUzKyS86k1Loxmksp\n",
       "7bqMUKUo3WkeBouCzM5TkgPIlqX5R9nnutf5c8dAWvEGtX8wZ6f0iKjGryTCK/5coDb71pWE10J5\n",
       "QONqIaIcKwscb7qbIBwSVsOAAAACN0GeXUUVLCP/AEeKfbqakCeWdmr8ia21slQgihZBcc2QALqL\n",
       "dLuKH3eU9Bz/f2KhdY1ADRWAQDsWc/gpJT5/kLqcDJgNhu2xsVZAYf1p3mQkqgaKodxotK/IXNfi\n",
       "AhcYI9dwODecwq4zDHDEqbAmi5MhVl68zVEcE7cJx43rMFb42gNuAd8C864+TMLPZloast8xVoh4\n",
       "BC2wAJ+0a2hwQ6iGmBjMNvTL3REuKsjE+5j2HBo4Z4kSLo/+qxglxSlN9Mko6dVlxL9/BkytVUdu\n",
       "FuBOT0RQ3akK6602LFf4NUjuoUMPSAmIr6HYiAxaznBu3eI99F2wJz6KtBXI8g9f3MyX/qyv8vTj\n",
       "3VpoouQq2l2CjgN8UelDcYLXw2Ozp87cJxx0Y6cpx0eBX65LC3tngwQMT6kIuIolLFty/pkV63i8\n",
       "i02hIjnhxlYFIq9LGtl0+jxwWK6ollRjvEDIzj8NNbE+xaO0Ca+WuhrPNeqwNNcnWCcGo72JJGlb\n",
       "0kR6d9WBoSVrSGj1ybdayY8UDBA64iSI1AAgjwJbQK4FBOnEA8HRY+uxYd8nehkm2yVBfoYcHB5N\n",
       "VRq22Pg+jE63iKUjfLBe9xiiBlXtBOzzrP55NoQvyNC4krR2S2UOLxmXOoM3//WK0J6I1JKbmM21\n",
       "htU9TOswA0AeculKQrp6PT9Di4CfApU3qSSMMDS/BkuQ3Q67Sxuzf3nDratYvWHrJlY8L8XIQBwa\n",
       "IiMq/HCcykPg1v7v7zMPtACTgQAAAUcBnnx0R/8AGwns7io7mVAG6c+guvs9vZR5IHvULbClaiKo\n",
       "USXLV74XantjVMt86jeCG/fuFKFffLOzZ2Bsqd554KD6AAjgDaAhzvlmDrNBq0myl7XVfHK5mDOB\n",
       "EJIkOG+pM1r4T0iQCq3YbGFfJiHZe9lvAA5oUldp6QWVAIJpVdvKqPhkvTAykNTWUqN8wSST5KaM\n",
       "ITLwC8cprOWvzaTDDeJ9zuuQ5S5Ip8RPKa6hAHrsi7boJdxRHyz6TatrYHoS7azb6rPFjj7Enwkk\n",
       "z0AA3gahBBq7L2jrGjgjz/FNQmgWWOqaAEeLSAYryrodmdKnFJMiHHBsLa1p5xDruxHA8vMC8PtW\n",
       "JZvvzY4IT//HoIsQc5jolE5011ZcW7BzaNG1KvhOwY7NU6M6n0aDrlHEfqT8n8uJwHmOVnkS4nze\n",
       "eoucnqKwti0AAAGkAZ5+akf/ABr9CYMNH1pIRuYu3i7pKSmDfTo4iI9RoeRJhqtChOb86+INxvlD\n",
       "Hn7LNc0PafBeDGBQ6BbfsLaGk2S0v4wCj9reuoAhgKoUL1hfVLz4hVtnQeWCA1g7D3daRdMTJvqh\n",
       "cIKAjvhoBi18fdRSHtuRGfKr37Y+VlIa4iP7BnAFZkVsfb+DzrAcgpyMWn7nWywYRd1Xzz4LGw4t\n",
       "4XCSzqnIVl/PcAYl04cZ3X3aK1lhZKLXrmGHVHHJuit76z47RYtcsOGDYGlJk9XesphVXHc9KTbi\n",
       "P/ro8oqXqlAnojgiOe6ZscmuALB1ltFNkKbJh1j+A1JbHD33Xl2Xln4vPeAjIIKMTtFiREXtrhjc\n",
       "i+wRW1OONX94cbolMUJEYah4/i0UL4YrUvLbj3VdIzO05+SrDkEctqHol7eyDRe8IgAXxhmFbvRc\n",
       "IY77wO6QlwdAHS03cwPtQSa+qR0610Kv6A42sLBFJwN6LRURGCXdj4KqdboiYjmqUl+j0RUQGIFz\n",
       "YGBCTsqe491redbSCDoZQHoPQqbJpVnMuFr178N8gF3AAAAEFkGaYUmoQWyZTBRMK//+OEAAzaAU\n",
       "JrxsW87Sbzl3aJrymszewAOkdxmkMKIzdS9XB80crEPg1ufwDnpNWTaH6I+nwmxrIc13PHVrXOMo\n",
       "jy9QFSuFrhPU2qPKrpFzFidpzSRKJuNNWqtdUqNFI5/bv2xIxDH/nJFRQl4gkTOzYIXsakPDvZwC\n",
       "z24CukBZWgLdzLuBr1dPTeBmYfmEA03KLgf7xwt/BG14AWZDl/nGrv9Ag2EIDJZ2SHy7qLy5ostD\n",
       "iKxzJObOqmD3BYMnHgtIVhvf/fzdm37WZX2g9KE/82lqyy3B/9xSME6C2VADBvVxgsQEG7NBYrGg\n",
       "mlzqOsks7Tpnq1p4VvkYpCEpcfSxkfillbQvU9CaTvUDX/Kh3Dn4nunY6bH0fBmE3V+BW6jepOkk\n",
       "yzPh7bDo4r5I/9u2WBVt89oPqia/S7ssaAdoYUDUqRPFguFCxCxR2M1ej7dbHTr9KFduJytcKcMM\n",
       "BkHxZrO6/nTiUvzXp96mv7x20Saa3LW40IRdlfS9kWJVU7X/sYVLOjG48GPtNUMKNRRkP7pTv5+8\n",
       "GNnzDIgPClJcq/tHHrF47VMSnFYFZG7SEQSXMf4IPycPEZBOSMvJtyNRifQYp0pKTAB0ofjkqfd+\n",
       "KE6nrbHO9HcriRciy11r6eNbfXkXRwcuwpd9O4qu9otKgpmfa1d5l9AENHRXZUjUCh362paxjs26\n",
       "7yUGR73OLGMD26Lx8J0tIz0SxNLno4I9vq/kPy9WzuB/TkOwWZxJsR7Ykpwbgyc1CBLnMg8SARbO\n",
       "tXKoSRYT+K/oI6/VI12SiqkRsk7Ugjx3VDNOt6O0fKQvSMZVUDnSRr5FyBiuHKRuHTYAzX6JiPtp\n",
       "9wawl2B+TvVd667oFbyYMj5vPBiA/OMYwDdX5eMx8yQGzMRrWlWET3yUlsyIhN1azToIEFZJl7mG\n",
       "BovsdQZPP9l/LP08H2qF8ZMkNMprrZJM8266Zp82wNbPPB6uWt3lNteIeRtArW0ArUTbh3NBeMmL\n",
       "f9ktBRNG4DjzIMbzeDCyDpYZ5hCdRc8pzMDZnUcZgaM8RuSaAGIfO0o+cIdMBNheX/V43GCIF2r0\n",
       "0OSSbor/pmVsgeTOGDA4oPTTdxTHuQALd42CHvGPZR5tlyAPzF/G9DF0ESZZYcdMnHqx/HZirqC5\n",
       "IAZjF3O/lpV8sxEZJ6WaBhdg26iExWNLBuUNKy1T4ttV7n7rExSLu8/3c3ey7dW4Ql9TgP7d670H\n",
       "MQujCUcR3s90CAaDeY8R6C/ct2L99TRn1dt1n083mHn28RAMLh7GG1Gkjrfp32I+cZa0n7Q7qKyU\n",
       "gv76lWvqY6r17Wr6okLkSpRgAzwBrUyhOpGERdY1eyM//Cg+8rQYHRS5V9+Z+a6liG0oPIoEHGPD\n",
       "AAABeQGegGpH/wAa/QwfpQYDL1sFymjVyUeMNOy8U35mqv63w9KRHaddgoeCJeO1UtiBxlBZogGC\n",
       "NFOcmwSnnFkU1wLeKTbCW9gLtLKOifOGmO7PesP2XUXBKh0KH7H+hI9g2g1uKx13PmWGGQSE4c/E\n",
       "VPpFrDiTyLz/ZGwy3y4MkalAhBDV7Hqu0Lh9udCu4VPdO0VXP4SwrkcbTVI3sqPvDcaSXxdIhEBg\n",
       "LjyQGGX03epU52gd694NMXXfw2VaEUIBzh7GUimskzlHf8mwCliclCSxoUZQj13JZHAiduqD5yXg\n",
       "K+3jsoAW4gfymoywqOTc46zCB+mSC6qVsTsle9fIwmST+SP+vadE/DvBSqk0C4vCss+5eXFqRitn\n",
       "GufC0EvAo6UMh3T9IuprYIrZ8mLPqS9WZXgZXWhZ+KsRn+2xFHsxYAob/GvOHqMIEZmyI8k/KNKF\n",
       "lLLyIydhhCkB0BWQyFRHsEiGEOdh8dWgyNfmS9loV8A4ASUHKAj4AAAC90GagknhClJlMCFf/jhA\n",
       "AM2jBqq1EkTmzmdvjiGmLl3rTRN7iAg1QAx7ZlCsorV6iq0tSh4zf5EtwDB3MphknR1wfgB2WdT0\n",
       "do2aPWxhXF38iP+EMrbhQpNDgEWLOEPWppdlTbp7EIAKziPkedRM3IrrIV2WE0UJCpLO9xC5md2Y\n",
       "nr+oasanlFlbG1M7x+QgYw8A60MYaCpCYAkglKREMP50+Ec9pHY+4v4NNCZGwwZaJ4tSnbhi4OEv\n",
       "XtGtLS7kdRHAnNNc1oo5mrRW0YdmnwqDOd5iNGLdTcsJXHpntPsOQdh2IDxt5KuIVYOwdPsoIntj\n",
       "TjkbjAfwxpwHzJqzzVAFVtQEW0rZ08ZcOmN2q/+ZetesnnSGn6zD/U6JrS//OVJTfaQmCnnTtlmk\n",
       "Bgot0AHkFxfqUY6p45GEhA1IlTeJm18WZbMr1o+ctecUdB14vjCBXA/ae+SLVcPM9hd2m0ws3iVT\n",
       "iP6dm13xBiH3ym5YFR4EyjTJHOEUU7+kpudM++D4zujDPK2Ahkq5Xe/a75sYJH+9s3f3FEPy6bxn\n",
       "tq3IKFLSra5NPd5zQCGsTMkhdglXL0Z2TsB/8p5040nukOH/h3tN2XeOzC++5O4mYvDBWiZzjPO2\n",
       "BzGL342HXOTLQu62M/c+HXOojU79xTj6ZNRTrhPMk87fLzMmT8VsYLDzTcZYlNy3JX6rl9zBFFlw\n",
       "VXKhD/Zqd1IwlaJF1RdtaF+hd9LM20wJ6xiHbKffWE67BgtQJaB3rbcAeJzTGnGKn6PCmaFtGll+\n",
       "8q8p3tHY2xtGEKhIADox3DJLPn08/iB+ZEydmaM9tRuGBEvSo6JR7b9WRg088G2loU7A8pKiLdQ9\n",
       "6RPIvKfMFy9LJ/unwtOiooMkaxFNbmcnFAhnWSpW23R54M6wEYKQKvzxrDqep/BrXzg4K0IULOwj\n",
       "H1l8wuyyeIbSm+wniXHQb3K6b4C4RRcw07nii5qXtRQ+btRctblIKUmM5rIrqfQyFkCRgU266iGZ\n",
       "M3jWDwAABEJBmqZJ4Q6JlMCFf/44QADO+413cWgCGJv+kbT0Dtf853V2A8immjI6MtJ7J8Kx8MHt\n",
       "JJHtj/8uC1HoojT6goMwWbrpQzqY3FlImUDo2QqW5uK/HgLYHbByQBhUVaUU75fVZcHCpUBxeI4E\n",
       "7yC8wfBCTOJ1DFReZOfXaBgIARtlDd8l/LZyOBOp55eIGr3gxXDnACLHUVcOBVuN5rkTh8wI+6Ab\n",
       "rw2/leT2TOyyAb9yjvpbYye+6x49KzPAZymbuCtXs31fMixPcAdDsarMXiDX3kcrPEr3n8B5S2m5\n",
       "2o5YRmZ16UmBvCVyd5WE8znoP6hT9lbQqPwmkGRCzoJTjHHRTiMOOAgvlxxz8jfvSihiy0rvt9QK\n",
       "Jz6o8yOe9eLbQPhPd81H74Iu6QUfpPXXj6zLvHCmNSOe1NRIozU71c4W6+7D6WkTnhBU5gsMvoQy\n",
       "q9XZiN9XntBYafBI34Mt4AAL2eZ2T6AZpSKt1XuH5GZVTOgAlfMHmCmQOp27BOkSE8u+/SSGCwld\n",
       "r9dkum7yhomzvgLrXgT8CGB3EKKIBGyqzOvhlQfgAOJ5WW2lnEpFDSQZvSIikTCi067pnNQ+mYGc\n",
       "A2arWpaY8J41UDsuq0bJulXRtRth3hAAYeu5cVkM4Ias/6UQWxPAMol1QMaUjXoVkiFyWnLhF2KW\n",
       "4nD0Wui2/i8JtYn6Ccnr6DiJow5wxcUqsczH0wJ3/AEOCLrc4s+2YPa8y6pg8/yG3ywyoxt3vsJT\n",
       "vF/umwX1Vq3d/hswBGoNyAec/MFYp2Yq0eYvbSWGoK/v2oupk5Fhd1LiXbbji+3194JXTcrQUVOd\n",
       "lEs9YzVW1l1R/oicOGuGi4RSEGSBV0WEUP3LzZp9xoVcM4QuDh4qo7DMYtk1E81D0Bk1r6ZQxkEK\n",
       "AHzbS4nki6dlblH3GKXnBL0tA5tTCoZUJ7q/k+5Nfkf37ZlSQF9iveFBvXFYfnc7i3MSR7qoclla\n",
       "LzRIAYjKzNPc0FYcslMoLH9hixLuyCjzbc8/vtXzKftDOR6SL2Ps+W+iBZbOmoEMUjY2J0S36M6X\n",
       "RJLcc0yyB9oALFgsNn/T7vRqsrrGEknH7997B4id0TdX8XSORunAJNNpl4v8XobVG9mcZLT4y++T\n",
       "mGYfEFYSlhz4vb4DUplbtvSYbvX9DLVELt+4jTrKYJWEU3BuN5bVIcmL95FHbvCBAty4A/PN31G3\n",
       "cwElQIDv1YtVbN1qUAMNQPIGWB8G95cmc4gxczqQJrSP5j7a9lF+hR+zet0/XrmjxKdv7uI2DCsY\n",
       "kM7MYWAbkzo/3YDe2QVpHTvbLBV6EApw7YfN7CiYelyvGDsOsg2DvHw/V+uJ0feiJwOkEYL/0Kno\n",
       "iDAm1J8qljUYL9qO2FegK8ZtIXpCEBTOTj4noOfOQhM4uFVj6OU4xtChWILSZBp2s/INXp9d9FMV\n",
       "Vfb+d9bU+vshZsK/mswRAAABrkGexEURPCP/AEeCmnb9VhBTdo0vrYfQGwOY2/HuETAvABa4Y+wR\n",
       "dnZvk2xzEyzJCldGqOXUyK7X+Oeazhxzh6MxWdf/HZLPqRy5OhOHYxEFFdZGob+fTHPD7mL1aQtP\n",
       "dfjAxX6Al1LDtO++D3svAUwL3md6KbdaU8vtmV8htYmTdIsW+LUj0MNqRkrB7XAeOLDDhFd4HI1J\n",
       "hhVldbYtYpoMdHn3nsQR5j7fuCsReonv0xhg+LMRmrgAcNN9MR4pRSDQrBHKhmvFYEokiX6j4k5H\n",
       "CUSYHtAZDxUFAe8gUHmGZdZ4V61YCKDUGOoDuaQPj3AxpRuVSm3Xp9fN2urhgAJ6c+XWkdFwQBqP\n",
       "mxAxQRCs9f+DT6q2MFKFaYbRIwFRYXonBejlOIWG/ZrY6f2FaL5514+AlY7mpRJHk7lEplIM4wUU\n",
       "A5T9voi6K8Fg9fj09bs3fCUMZ5u9HsHLaoH/Pw82+1QMrdybdB/hkB7VaGRpk7GcO8zfs9ypVbnh\n",
       "f3meDPKSgFignbeEX/H2Xx5kOw6dV52DoaOHKdwoR3d2Io8Bo6+Yt5EC2mp711YAakAAAAEuAZ7j\n",
       "dEf/ABsJ8Q0V3biveYJk080HYvVJU9gajETkUIZgLCDVozqFUKz5NE/eXS3TUpsDHhikdENUZ0xa\n",
       "4tetPfZNBxZvIgm6K8AExX/mr8sAmK7ryTPHkEYZQrAIYS6Ft72aaF3az0rLo5iAAL7n3raJMaca\n",
       "j6M76CL2JYtQfpy5G/bBX9Nn+PGxgsUJex/YN9jEOPkMjomcDYJkzTWuguseYU5vt/RNCLkH1w5G\n",
       "tVv1DckSxmuUm9GPNGGJI+aKZf0dsBdHQCuAafjfkrBcD/QToJjOYiLt+1WXZRSV6/vTSAy68OaT\n",
       "fvnR2u4+dT3DNqlr4+1Zz5rlvZupE+qBoOYsubeHMRnuicDUqrZekrv4pkEJX6tmytskAu6Q/IwC\n",
       "3KDpQUt3Gv7Km855QqYAAAEeAZ7lakf/ABr/VFvBl51NikAnsJyt+QfL9Bs4/XRmmBm23IEfk9OR\n",
       "BfVjPy+Obgy0I8pZAIiIlIXErl8X0D65Aia5uNW6PafiP9upPhaj7TplUAJPoPWxBMcGOOhHRi3V\n",
       "rxelL18SrxUbYp6xsYJQD20zCSZW4/kaFOZmixdjhWkQAW8H1RsyFDVxIS3OHcLUWYqDEpsdJaGo\n",
       "VtNqJl9o6llQOOP6ZnRUID2Cr21cqoX9MFEIXOV4EQX7+Ik7rh+1uPu84PlUAA6zJMhFApcwU7Np\n",
       "88tSwBr3QK8xUY7mFiS31o1Yixq+ll+DLjEag7gxhFlC1Cz07G6PbeTXoeGX2ikZdYmiXGSJjjDM\n",
       "kWM9meFyw3JABFBcLdY78ABKwQAAAnpBmudJqEFomUwIX//+jLAAMsK/CLxOkV+nQACMzB2ZhSdY\n",
       "2Vp0aq9fymkgQ8Wfh6JDHxi98il1y88yJrvtVc+rEXb54NNnCi+G2nAEGgO0fpmMlpri8oRNG7XE\n",
       "D3JLwgrT51F67+AGOTDRMEZSpXZ49nUI4942p3Yhpca0ryp/oif+q8bfeJzzaeHan6FHKnMjI1Yr\n",
       "obKmgIq/LDXlzIu3iVo1mcslTpZPqwyNT3LNcTfIoP1aW4zN44JFFe7/efdShtyEWjuqXmLrhOcb\n",
       "89YMu+HAkVP5gcX+gH3Y8WlS0+X/5F3lclrWB3DqdZ5vwuESyFGupTIhiivLkGjBimUpEgfqD1mo\n",
       "4IrCFVc7OkFn7EgzBqO52v96d+hP+BpgVHMHT5jdCyTpn+8TFlvkizdXNCnzKUnV9ZVfHxKEIN9V\n",
       "xOnBW+FKpFm/M3dVOR2vT+7u97Kc7DMjqNN+kl+zg17JUJi3rM0q1I7ctjI6nnZ5tcGZEfU68ETR\n",
       "CZv9yRoOTCMM0vL7HYR05CeDJuT+ySsMbbpOQDTwKa5PJjc2q4narz1lYTIJFWakNsJl4a8W3qsf\n",
       "ylXdMPNFeuTTh4aunVfwCOltWETHtDQrWU4VIWyZnEQckUpVhrcqJCfOnVyeR7brU0Fo6KoYB1v4\n",
       "34RT9eAJ/gcTEQ5u3IFY6eo0iVRSIz+xfPXb4GF7Qpe3t/J44KN2er99lHvtOtbojXgkUtUpu4KS\n",
       "sqqvvSme2q0O2FUM8BjyQJFt70POl7wHApdfIKLRNi+garwYmtkIKGxw9C5KTlTgur6UvACQHVNA\n",
       "HPbXMQMY7jIycCjEVhlJ5E2AxeTKsN6CCr3C+mfoAAADQUGbC0nhClJlMCFf/jhAAMkDkOuAAQkU\n",
       "tVbBnkZQUPWdQ32wlZo3O58Rg9Z3gEbiGvOdfvXTAAyjaKPWynDpPDwV5L9k7yyk5EPA/KHWLPZE\n",
       "TVMeqDNRg3mfJmIrduK/3P2UigOvYovxFw1t3c7pTqERmzjZoe1tK9bdjbWHf4d2v9MEg83PfFNZ\n",
       "QDFX5V4TpEABI/Gdw7n/IvmeMQLPAL08InGKBCUbsnJ5F2ZhxaSNrmZmnOh/MPShgA0KkImHcViq\n",
       "ubdI9Ek+WO/bwp2TJRAVNBH5G0pQn7DYPtb8IhYC4eTGx8OOGRTJKlDVnirYTcDrI5w5He0ARYJE\n",
       "VrYpUY2o2KzyLaimU8Gj62djUTGLDiK7EhkqVXejsKqg/dvHhtFgVceHvyoRTy5IZIuugXspe+aT\n",
       "3NITCPNF55mxczape1DQXcv8vWbIhjlLpn+co7luRZKUEwv0Uf+IA3RUOz9kMhlyPauu3Lfbvk7V\n",
       "b53P9rjPv217yoRtCt49gsCY/QnxTzE1/VUc78V64vOBd9qUQ2hyLQGFLb2kAh27v9BcEXYbR6gu\n",
       "bjc78edzpDLlLpULozGMNY2CUZFziuG6Xa4C1RlsF8EACcwHgG2qfs2FVoPqRcOxrEqDABBVTIxY\n",
       "CvlB/w9dqCYr6QI6RTg8LUK/5WT+Zu291d4MxYya5bssP6CbqMJk+fGTsnkyzc1dTt0XAu1M2d6T\n",
       "mvBKROSUyQ3B42Ri52tWyPMgT7szJh0Ld4SGsHBXdYe+92pQwrwv8INPpsI7Pg2OzgPPBa8T1nZf\n",
       "qmXb/5WPpkxgkupBjC/9lf1wPokWkxJ9JszlDgnlsCI1VE0rdHEgHWqnfEw6ooVnCs1R73v6Q/rJ\n",
       "P2cXCpaNkKU5u4he24jQw7FLp6JX7k8rIt3+YRESYyp/miaCA1AfBNPhmgfDhKoreEV4Hn9zAnjy\n",
       "5N8iG60ABjJJdcg6QGgzIuya2+GGa+XpDF41o5ZdcFzVQ9Cvrt6sLPaPXyivl1WngmRRQhOsuz4R\n",
       "KAI5CwRgrMaHKn/KZ2/Ug5oTJ3soCZfUKtrIDmlbBnfNu+zKx4s3NxOYD8amaDjt97OpuAN3MMO5\n",
       "6ffJiPBJauP+oNhdAAABTEGfKUU0TCP/AEeCmNUKUyAE0koJkUCIFMViiDFfqdmHuPyxfoLJ+eJ6\n",
       "TthAxTlR+bnodAjf/OzYSdpCQXrikJB/3CqOWTCjxEWkLmT7O2s2SnND7cnLpAO+osg5dO9WQgXs\n",
       "oVlp8+3k3aE4qQ2nNqYdHrwmusFFhqf/v3n2uG8z6foKNiX2F5M51yyOhEinvKLmu2xm7Jj0jiXB\n",
       "TZwLKRoI+DG6d0/vNCAxWAjwgPxhujVduj7VguM6dZ8NalvyklCzdM0cDNYp+Qwxr0WoW1mGEyFr\n",
       "yHN6osuBIdNjGZa4k1YBsOSmOLWKaUcXLIEYJfYLdfDgk5PEufx1wbd/3FclW+TzUlqBgvRZrQSG\n",
       "/j4FDrVCM2euClMkZQquvEevIb4nA3H3MfteWb3s0nfNkCdGH3dkcaTIPVEUddL2p/3bLbmyh/Gr\n",
       "cQRjNxlQAAAA8gGfSHRH/wAaY0n8f6KrJUn37zRi1kAVi2iy8CBciuMUqV3VzmD6pTnyJKLvV8dd\n",
       "NFxj37AIFMt2+BPZKbWdtRT9a1jV4kqZGSKzG5qC75gBONVVGM0A/9rRjoMNu/b+IhKNCSWubfzQ\n",
       "C9Ve0Du9eyrlZULJiVCM+81gE6YmueFiTmWY0O73ohQFNk5tnDQInPQnJ0z3rdYhqSJlmK/jGaub\n",
       "Mf5xT/TgSuqUcz+Xu+g1aOcdJBvp6BLMSs6Nd1IxZ3ePU2W5O5Jq26I9CmEfLRYwPbXDn0PvhkeG\n",
       "zJ/i6SGNTjL5/+CDVN29nQ96V/MIGwelAAAA8QGfSmpH/wAaXQp+2WAxYsGpFLFrI1CRVG0tpgS/\n",
       "kDPWMv2cLRkTVx+L0mRWXv5mGyiNbKmiN2b+cFwj2J5s/6uNfcG08SPSih6cNHfCOGn95P4ZtXIe\n",
       "qXr6hFf/+mnm4lNF/gFl5cMlIOGWZGAFTw9KDImqskUYKnaTAUMzBYn/JLDWMCrkMsUW9dE6pd/l\n",
       "GsCL4cOM3gKr1KGHwx9UqKbB5lJ1D7FTDzRLWaRBNLeRTCIQ0c4uiNiGwI+/R3s0r2YM+NJvV2jx\n",
       "WNZ/tF8JPwRMBsdn8KMmZeEhBbgdX4lbVxv7qKsgkRdQqkkMhxdFDX0AAAL7QZtNSahBaJlMFPCv\n",
       "/jhAAMkEDHqtgAEJFWFSq3enH/se+itiYifQUas4l1VlmHnLu211SjxjTA+zHNdRuyiMvs8C+7vh\n",
       "xTPwxVb8NXoleVdfs8108VLWXlPzl7yNuvxAJzPx2ryewl06vmWL/NT+BhcAHhG3V1bRx5rTMspG\n",
       "2MbkXfoLRbpvdMWg0fcDwZJvQc4QLvA6R4/3vABsZIleKaQ+9OwF5yFLIkYXlmnxks0twLYbhkoh\n",
       "8vPTHOc5/DL4dykTo5uOMMFIxDeHjnRuehwK9lIxH1DFcyAa3Yh3EOzAf8AGnRsJYpJCH4/tfI3b\n",
       "7yNvkQtMnIOE87/COGM4JV1cs81DaJ+CDMkFiJWmsjtuC2pkGYx7/bKrY8ttRPp17XxJ61Gzq+A8\n",
       "ok4nkKIaY9vrlN6DhbyD1NB4n2Y0kFiNyniQKV3QWkB3OovgzkyDxUWSCjloeBSI3zNZkoaS3Qy6\n",
       "t///oSAKYvm9BjjCRk9x5cauFRHwSiZdOSlIWYqrXDBqy+ImHwtZd15d3oIMY6YIj/AE8URoo4oL\n",
       "AgKwzyg7ogYcFoWJWR7R4ir865pFSp3q4CtxoznyPMtLOQ39h/j5Apw9YLX1wFhW1HykJ2uOsRoG\n",
       "J22s9OLfra+13wC88POlYP1wIzXFzm7CYNJMq3qFKz2FsnnkSGeXyRZwhRtK6UGGF5UpSJIj3lNf\n",
       "aTz+2BlbfL2id9pQSSCKbMyOnm0DjQ3RfAVZTEoVw5rjPUVCpGPzi5Mzizfld4SiqN1IW58GqH5H\n",
       "hkEYJ/36IRnkl2nfyFBb9+LlHrbMvla22WUDpOUfCXeDrDGbMILVZVsBewPVtUUp37QOf0DPHkXi\n",
       "SL1q+LEqoQxN52ogRN0axiogtE1SWQGs5DH43INw+1iOi0vShf+1jTGFsHRLD6bSNNhLDceNxrA2\n",
       "DWDFUl1thkOD056431KrYcZrho6UmFAZN4pKODzT980rbmQbTnXCSJ0JV7EQ8Gq43xwrbtQPap7a\n",
       "uTSwGQMZdxcd2QAAAOkBn2xqR/8AGhSBc/ZOQep7qm/j04aOa8I8JQIHXeG5jHHwGFJDf+eSXI/d\n",
       "qGIj4RjRxNGXci/XU2GrYYYmMM/57000Bmv4wfxnJQXXzQFpwnukz8iKxieqZ54cgc/e9OpYCwAi\n",
       "bm7OXOGu5e3rNP6gBtWl63IHeRMpygmAUAz1SfUN5plz070FlAoCNe6acJapmGgBgsTYMQY6XvqV\n",
       "0y15gbPXOxUpnWEaeMFmdw6N17RekVZu7RL7BhArLksS29iXFf5t7lhoPrczYr30r96QWzRgBr04\n",
       "CeYpRllPwr9HbT66UAA8cZDI+QAAAvlBm3BJ4QpSZTAhX/44QADJDsAN1IB0AGzmaOCXuq4+tsup\n",
       "FWeOdXb+GQhFW8RVkz/7wf/OJZZiINqNfAHKctMy/IMhqjxIAwn4JYgXuv+Xj4NQmQFixyNMvjX6\n",
       "ytd1eK/7C/9MfQFPV5Ha7/216DaK7/mvEJGdW/P7u+PdAjgMAF4Q/C0WT9tGSFrf3Yn9rt58d1ys\n",
       "SinqpHgPGr+7xHMiPD1fgAACkEvxZz7CLReAMJkvSFsG25nrzHV/6jNCfrJunr1Gc1Ge11iCBkOg\n",
       "UsohYxIbOo5Hmqt0cKFcw+ahrkOt3jB+Egba4cvdGlA/jt7ze1Phg8k4Vuvg8rOmWVEvnYQzDHM4\n",
       "7PHMDrPzpWwBe8oThpMLWXNygnrSXxxXVQ8HWR1CaCtmE8fcQi3OzB7VSB9tv7DMcu2BGSus/Yva\n",
       "ctQ5bvDId5B1gS75hA/4e1vtmAgRq4LuiO/sSrZiT0oQE/vNPqzA28nPZMBxCAZb8On2sbCnlvu+\n",
       "owwn6jKOTWQIWYUiP6H/HRfNAkyHuxhOY+tD6uKpSL2uyQrdyIvLjQQvTey4EbjuhaV/vY0EPNeQ\n",
       "3wUUTqfVB/y+QtPkzdzdcdWxQOpIwaPHe1QJhRXFtxwPaPimc9m7fLUufsJYCk3Y6mp1R2jHEr9a\n",
       "C49sQpMZGuX4TJ05gdtz3V6Q30udyrSOTs98DsQU5EwDg0XKsTK3BTkYZqJv3IuQkuGx9KX46XlA\n",
       "rNoKJQyrJcniBjU+s6Nx9CDsFAKzDtRwXc8uW9NWeKnH9aFYWr8A/am7/dIAA4B98pErpwRjXYwG\n",
       "UyxhpCYj6vd+JTlcDpBe6Y43vCcCV5tqdHIvAHh015IUwaL0Fx6xPPYV8xmRmlLYDZuQfBr6f4NV\n",
       "SmwfkPu2m1bIy2vZ/Hggx2cCu3B6V1tS6a7a+RAw9SC7UWgt3qCPSJiCFzFYy2NKfBoGbWQkFVgn\n",
       "FGLSGik9g0dbs1ZYaJIzXmFdAA6G5Y4Yl0aQRcNDx3Z9G8E9mRTSDMHKgAAAAPhBn45FNEx/ABpQ\n",
       "s3nuq5lGi9LROSnItPlnCPXKy9Pd1k5igbHNpfa2xG4InVvGPPn+8/xh1qVN9VTD3lnNh7fUmWd9\n",
       "IRz6qDDyPwzmYivGeZ4AAAMAAeaUJI03cdcKqYs/hGCGcGFBIXvuma9x9qlO4o26docMRGVPO0jF\n",
       "pYvC1uvQJgCKdk7MEC/iMXgJeXRfWiXFHuQpY35uv9C3zL06tJ+PP1Py+hgrmhX4KOhFYOkpkA52\n",
       "I0iPP+nah2mXlMsuArRMg5VLOYauh22shJ4VS1DC7D+tR6BuidCICqFXwDwwDpfMMHkpfENj9NOm\n",
       "4p1YC/W4MUhHwAAAAK4Bn69qR/8AGl//q7IIr2B+2xW/WQHqbmQVsNLTuGP/Yw50ERxlnwAWLUBC\n",
       "khZ6+Rq1gIOwMSy26Q4hUBRZNcOX/jvMHxQhgureLWFSz2w9t4A27QuN7AlrvjLEJAAC3SYFmHnO\n",
       "6ImYN558ozW2piepJERvGbEN8GhT9MJccJfvIDp5Jq5/61j3kMbX8rD8KwdWKSsH6donBp1b6PYd\n",
       "tr/BGyZ8Eoz+6IWIiKyYmWUAAAQ0QZuzSahBaJlMCFf//jhAAMkOOxzY/ebTATnhuU2u01H/poUw\n",
       "AF/tQ746JcuESE5a1P3uNKliNHHGARl3lRDJ41aszeolia+I+K5t4XMxyY9+kW8XiyNiFyo+KAgu\n",
       "BdKCtSww/caawfFyrIpT06F9ZR06RsV374T+ZaNR6fLBnwBPuFhGib/Y16a3a1KuNXOOqminSgRV\n",
       "xHW225URtRgH/JtcPVXQNf/KaWNX3CGL3yDwQKEEI8m91zTZKwYfBnM9wyhpZ5xLL6nmgrpLRvlI\n",
       "+J7UMYMJ1i44bsBbxyoAzHU409GMtCf+OtnVuau4DfKYbJjVYvelbl9kEbKaPBKOkFTACEAM427s\n",
       "PO9Hml11X85j6u6lftwnLy1MHKcXqwLYPihtYrdDnvWJjNfVBZjMAJ4FGuYzEcq/mYecgLkgsbns\n",
       "rKrCsyUcV+kC1BRLAZaiTo3FYrdFuD5RZXCsmfiOcU2slw2cDVR5DPzgD0zaA8S+HwVvg3WS5cWU\n",
       "neB+/S7XKYeEUT+HOvq/8l4oL3WnReC+R5cts/sbXsuVd6BFhz+xUBLR0AIwhqY8Xr/f/69xMLrE\n",
       "5dhEX4/oJ22X7vdlPKM6gbNibAMXkaYfnRIgXpmVMpI7Q9gsf9sSgCAM7H3oGIKf/SASSPh3bgn+\n",
       "nxBUlvvmejrxcsatq9fAQD/Hgkz/k9/GcCyHopRF09rgA19JXW8iONgEs5iZQxzAKJCxL0CGTKGd\n",
       "NKGGBq6LMoPC5S5BnFwguTwHukgDlWnC7OmF0j09Ttr3vXv0af9EV3S3nL5wGetN7KMKvacXqIco\n",
       "LiqNJmJp5+8m85lybb9OgtYo5/uPYQBZ6Wmk3syzEyyIEKkT3iiy0b3pM8a2+djuy8bSzA8kPeXj\n",
       "iksUlEVeV+zDlp4DNOfy7IEpsHYw19i+Wx0fZ4BDrmXKnj75BB5wmEhJrLLn0xXnb0M2rGaY77U9\n",
       "QEUl+rN8qxpNOiFJusCK85Wy0BsYJbf1j0jBKbad50JJL1IyGTH08tgifEvvov3nSQVhrYbLiAr7\n",
       "gHHI8D7lHnu+S1TLPqEJvhpmlaDtSeC74puPstHkUKxT/2iW57Ck2Qdyho22Y5SskaKGzV6Df4ye\n",
       "wBc7m3oXKj88E9aRmqxq0gIlfC8uaiSxrbxRIgA28EM/cJcIQ2NyQqyMxxDxXes25K1Cli9EabIv\n",
       "XmXqpdHP4mbcHAy3wzTRg/WwMldW8XvOIOxHFmHp8ZmjDkzvRXqnGXkNzC0C2koYneXTJ595TAvz\n",
       "OFg7YG4paxhBD5VoFTFVZ1EbcfUH6ThCoHsRXEu15wwzk8Y2r4ze09AZ176VxgbjeHwzM2yaYAVZ\n",
       "G8GaM8x8v8qDVlfk0jpU0XEvgtLZhEjVErvHuZZlTOFwImnQYl0Y3OGw9915khGWlIV07OyvMtmO\n",
       "qAFfJqdbqoGdwawXZeMAAADjQZ/RRREsfwAaEuT4HEVebj22vShlUj9i8ocdj0QoUvCLIeAYuvS5\n",
       "Hz8Z09RrAPcnoK2k4ZwAQTeb4WqZO+zCzhhvaDJgm8p0pjn5EtracTOf/DPbn64IPwBQ1/mEsTZ4\n",
       "eEeKduGX2/sODQ/GCmAcwgwT3LDlFXSMlBhvoRtqzngrmoATnJQVjyHt7LMe++PeCqBvnLb/Plby\n",
       "vohqKrH5kzYSn37EHnqJl/8E7nhqR/lZ1C65PSfmi2k6rBwbF+8I6dLRLVOpDBCKxzxWq9JljiNO\n",
       "BdkG0wbygcsB+wUsEiJQQ8AAAADeAZ/yakf/ABpQs4r2q8jExq/MiIgRHyLmuejA3hLHDlMZ55+A\n",
       "aAlSbja0qeIQJajM0au25Va1eyB1drT5h9fva4jkmXQlTR2GddFaJ5dQD7KDl4uM1eqSo7d85e0M\n",
       "kQUDCnfCgyCMADvA7k7Whgr0QxQV3Np1VIGzAGrD7ea64Lwgm1G0gSuOwTbo4GuRUD2i4wE7LInG\n",
       "QAaofhbJWXXD3TJjNG1X1aihTGtOMTmtnjYlj23V/GYJ9tohsNsxQMYmxxUpA087zBC09NFQAZGq\n",
       "5Ua2TYdzdeDFHjACHwUVAAAD5kGb90moQWyZTAhX//44QADJDsKmsEf5Aj7/tIr750tkvxT4QlqN\n",
       "/AgksanKVXGzssaI6ugzDc6OnB1I8KWFzJSMs77LS5KSW5x+6Mn5xb7S1dZXOJUCa5J4YDck3NOr\n",
       "+SOL8e7M+UBpAJW2NX0Xi8qJ144tTapKPES/qt8cbBznTARF/aPikI9qdAIRvkw/sR1ll/wfe4CB\n",
       "VhsIjpGrkPrlXuDCuYE1dhUuRDbsp+2RmYQHMq/dSWAspNODdB+klyoiQwvTLtVhMLKV72fujo8E\n",
       "PMpVNX5mQiPvxCjGtSZtQt2JWp7BYkv8PY1aoiZbhCVVVDWTj8RsUYALfw2LSt2XbKwfOZ54yTvy\n",
       "GgfYw5ayRRV5uIf8sOD6M5bHPqvJ6PavgGORPumC6VCK5DJi5ARCP1fvWBoQCZCEWoncEjCpeO2b\n",
       "s6xEKcP9uVTz11aiJ2JgIgq6AxuO7m5Lf9cbIA29wqgCeAd9q1OKY1EigfkAwxarg/qaz91OX/Ez\n",
       "N1O2c4XLCaxlR5lQAA6r4kExQRjVxYYQeAEBVnvVeB/YpO+ah4mmsDPZH+7vUe5N5hMJEfTeZbxw\n",
       "6icSvOMKwFmD9WWtF76JgyDAkhBR1hMn9xLLKBxnPWm8LR5pxllI/I7Gj/hHNjFUzhE4WHWVsKW4\n",
       "AQzaC1G3cWb7NyEWtfqfR+0t9Wpc7FoL5nYn5kmHa+L/G2n38ArIgXdXSiRHx74Z2CtitO824rGh\n",
       "lBo2sI3ZiQX4oVNqmlaee+baEfLsJNDz1o538rbgBIOOjLwH29ZtbKpwx5oGL1vMl5N37WRLcsoD\n",
       "3fx0wUUbmYryG8yxw0J2ozKDR5tVfS8X81n89gun22IRL5zT0c1e/gx8nwMbALiMNe3hdU7ExIyE\n",
       "akeWE5S+VMGcJwWv3SAumpM7GSgeGfs2r+TfwpOAsLNJ77kXZcJ+/QQ9WiI5Nmdibu0+YGhyuORG\n",
       "FM6lGpsToetCvzGjoy6Ttt3WHiVGlPrr+MltQI12Ut2oYlCpvfPGnhhGQwqoffyy0hvt0JzQQa7J\n",
       "hbVUX+erU9Uk3OWqv3RzUfSWMjQm9ikiGjhublbXzVSfcvoFU3VF4vsVY4u+V58QYBFtqO0usv8L\n",
       "+MwwNrK7+WPeuPZdUsrqXVf+M/8XHiORLbg9qvI5GqHvAxEYomBY82/PmhQy97tifvZd2QCbp0vx\n",
       "IbryfGE4DMdsIAQCXQM0+gWiYGjnfMP5EJa/FDCazL3ohhhBS877uZC8gLTeAUBefETNgg32rmL0\n",
       "xPbNStmY9Dng/hqm8to7UdXVbUOgnTX2nnX0Kf/p25jpe5b4Zz4S/XXQNZwhRY/BAAAA9kGeFUUV\n",
       "LCP/ABBNDtPX1JT2riiH98PKuXKDgHuWaJksUcmTPAynJw6OJkWACVWT4fJ8LPJtjz9zKPmKq3D5\n",
       "99Q0T64prCAMctMjhtQNN16aINpgLZXbsFiRoq5lUVnGr9dsOwrXebVqfUMpti0cOdKDO3HaDrCk\n",
       "q6NSxLOJHUPSaKC3qTGt6+QjDebqg/mr6bZsutgfs1eNrUy1dPhY2OSK66bfVQwl1nUACXLXH0ce\n",
       "q4CJwzoFvYTHj9YyZ2cKvZFmFghkNuEN5IawTfiOniUhTkFGueXNHhG4VIDEXB4bRgVXBwAQDyiy\n",
       "UfPzPb7LyoSk3ZABUwAAAMwBnjR0R/8AGhSKlEetuGwvi8w4k/bd2UemsSNNOnY4sllpSPJthFF+\n",
       "27a/1CCzDnlbwDM60tf5KDphD3frEEKPjhSg/Y1r+bu08GT623cU97Xm7zjSIhlzdVuMAaOHqcFS\n",
       "SqMP1sPEPUyx84Y31EAJ26CzolXUyIxC/al3BUbr7uT6ascOi+8/yU9QPpJhaXuXEyNIQUjVUrcK\n",
       "o4Qb6ciHtAeUl1nCB8vY8EXmbuhHgVZGDpTuvl6w7DtvWc5pwy2Z0y1GX7Mf4psQKSAAAAD+AZ42\n",
       "akf/ABpf/6uyCKdG6S8N13DhrDV1/w1v3N+AsxRwZFXgYzCB/+2GvIKgBNOXD2VBs4hiAU2tkINc\n",
       "AEEuztJ4iOMVaE7cs1kM0NxP6xsPsc1nQWeRrlUlNFpEzNkyTOoycUA7ibjelMoydQCUmNYKcmEf\n",
       "16E1/cyRjblBOkVrzKOOanwzfHRiAwEYjPH7dWJcrfEIC9ioDd2TvwB55tiqXFqExwxuKIAvo/dM\n",
       "aLr5bVo6aftiyAGwDPwRU3SalLNaxy6TW8NBXfSExUxIduKcq88xZhUJ+UjyzJxh7YfYGoCXaHBQ\n",
       "ucWxKh7BT9oZMt9Kk/e3OzvnUn0+zFgAAAJ+QZo5SahBbJlMFEwr//44QADJDzipN+QnNW51UyQO\n",
       "4nAwWy0AIyNKbfgKaAWAYkBlUAjUCZyNle3568er/s0F0NIBsgSNWhhPyPUo/W8XWCUgpAnXhJ5o\n",
       "0iydyFKeNf8x/OikoRC8rxQjrTARRbv9nMF/2jb/9eJHTWyJTT/0eDi8Aik7dzsakl1Ah1N39bHl\n",
       "iUVacELXYVtG+lnQ19+dUKrc++t+v+7PVxigQIzdmt1Dp50nNnfKB7AVELNzPoGsobEZTJIGFLXh\n",
       "rydvWMYAqe/vBw7eExllvD3TMc483O7eqf+kjbms1exgUr8ROkmCU/u4elaAWV67s/aQs4a0hpBB\n",
       "hOJZxBmfQigkftE0efLvjReEQXokxArW7v3kdp1IZTIxO3dKu1WR+QkUCaC8+UbVzDkFa9gwDibe\n",
       "VmS5dgdJLd/JxFn7MoWgwgYwU4YkqvfC7PcGeD3c0EPlUE4M5seLKxsWYgcbpuwQXDYYaEwioaNO\n",
       "3hGhO/C4EaS3+A+sFEzFoUYH0v7vEUuGRHBugwqv2HiSwvbgjiy3f8W++ocuy35WpHMH2EY73ntb\n",
       "oYq40YNogHrtZk9RVpgciD3jDqp69OnE2/vsIo4w3wbbfyiIpaVJjurpWN7trY4N+rnUWEECltbJ\n",
       "9pdippJJShfqPa6xNAeXtxZnIiE8L7kZQeL6qrsNIuLx7lh1L8H5epDkQYF5gIECVJfDvAPvWjGY\n",
       "PBcQaj5RFoFOixjI2tFd0e/AsdSAMqMMyJtAxJcbn6vr+e4MjBuS087tcNaYtl960d5gwKqH4Vjh\n",
       "9n8CpfQ66p/42HMN8qV+psmaMBjsGM8qdlriMtlT2buDnWGios8AAADuAZ5Yakf/ABpfS7MwQY8r\n",
       "KLsB6iAPjIw9U9LXmQT/gK3VOu900uckgNHgbwgq7gSkzbSF5ZwbngbcpG6zkYeXKNShIJtEtlzM\n",
       "BX35JP6D8lGlIwmHpt543fBJIeq5C/othQATodG2P/X0AIm24Da16NYCkKogkNWkoEYvKfZ/PMF9\n",
       "SpH3+Gj/o04mM63Cmu3l2B2iNMI+ZTXwy6B45OfJH4WWdx1M3riFZ0I+oJCy+3nFVYcBbZXywn+5\n",
       "5RR1WhpzgA+AHPneyb1W6YUILsZ4bG0m+xdsPduGqhMgwwOKT98JTGjZjJuEyvVeu2wP8AAAAkhB\n",
       "mlpJ4QpSZTAhX/44QADEh5hRc2CxKia5y6N+96hZq1yWtpLADbADdk7UE9QHW88jRQ77mHotbdCx\n",
       "TG//hqFCTkyulMdTnD0ibguWCBcy/GSHkhOa//gOuWuBjtXzpPj+uIXBdbALpVb/hg8yReuxphUs\n",
       "pgBXn4ftdZjQ5OJT1ejbMWd4K6OD2ywPGI8n2hktCJRgNlJB0eSfHHgRo8x2d77ligf/2MkeosiL\n",
       "RWU5vddcHVXF19Jh4jcv1voXZy35doYG2634GWWSTJYEcJbUaRZb7bI/SSFJAPmBQSDC5pAwBU+k\n",
       "swYlvyPdbDFLIMXyPFe+JTwW8H14lvQrMGEvyOeH1yZokLLzzKFULTMRHZ7FJd7/H7Vim4aZp8jN\n",
       "fLEwg1kZZTIzlhXfNedy802V5M8rgmEOWRr0kzIlmy61pS7vJR7mFtBPmlvMdjQtVy9DtTQb/jvD\n",
       "6Wc0Da65F64cS0YJzJpQjAO0QSo0XopeGFxzbb1Qw5iW3kyr2YO8dl4t5++OT3AvLeG/pG9+1tot\n",
       "9LuIKWoJuPiyfn8w1igpG2n1zEWfg+QFgFDlnexTSdqpLGnST5jJVyLxnjAPxymAeCcMCYGeuJv7\n",
       "I4AcLOVEM5HzM64SdMzzxLZSMzYBGeJI6ZET3LwTisOg1HXevCGbqzlnHU7nMyHXfz5rhP6ioCUr\n",
       "4eHhHMVyAXXuQeakoB/jZTzJVrlLpomq3OqEO/1KiFVOU2SkkGM8/fcvcXTri4tLxORTyB4HZDwr\n",
       "O+BX2p15YYqpiaELoAAABIhBmn5J4Q6JlMCFf/44QADEhpr6mr9YER2cnRKViADjkbSTAuxXZv31\n",
       "Dpr/+IomFTJ2uX6Xy71G/2O2xbY4n44Jqsz7ZE70Fa6+j8o1V69w+m+FRHhV8FztZ2YF4UVQ1TU6\n",
       "mnRogJpT2Cdr4texWaweXvmX76qPXjiqKjykcgAFVbx7EuqJtOel5pIve19/9R1yC5ezAXqkmx42\n",
       "JHr8PayV8CdbdtJLH5je8e3XXZmwxW/3Isax2zeElWYRmss5VH6xzk0rBKeNB+uduAgeYGySI9Ui\n",
       "A38BcbZHxW8YBkagIMZ/5HsL9mDRnTtUD84HVPpgCf+hMk4p4HB4Ens1bExZCyjF2j5eetPVflk+\n",
       "3Xr+TneQLCfq7Hzm7j+AtHO0X7ghMVGWyK+IopXAHPH8GyBKBqWlp+2b8p0shkxhadEm0NOLTie9\n",
       "WUTdZ9Q9pLSM2Eq/Jhwy+7zJ8fY4V5OO7fhttVarDff19K7SPCyTkgx7W/pW6OHOU51WNFYGvIiP\n",
       "2H+Snqi5WM/GULUPlJ3AfNvmrKUy2plmBInDiwygNP6NAOPkbM0VTQS9BGbNXZMKwD7JoeAh0nbF\n",
       "/pJwzAyrpndimoe7Bp0muoLFOl0n+0X8DXTDo6a6iq9Zn2Cr3xRysl/MC0Q0hrBG1uW9saEJ5Pby\n",
       "goiABPbdLBkZs3gJIEKuwGFWoSVqWltp7z72POuLLt4GqbED4zY4UuMK+VIRC5sGC4J5j08EHTol\n",
       "BE4uHyUHUSOMH786VbiaPSCZQIi6s0HUBuxElnJ+WKt2QCS/gFFkDuAmas+JZDLp+Rho4/O3Cijk\n",
       "PXoelX/7wVD3h193K/UGbKY6dmbnBlJBbBnnLNBy9nKJGyMsTAgSsIaOOf7dlqWbJsk5lKUSy0J/\n",
       "b+ucVT0EsValFD7CgFe8rVEX4jxANeNWsAIt3ZdiN5io6G0/HUxDNs8QWiICh3RDPSJLoBlo8dvd\n",
       "5a4i9bqIG6+lB0JQfxM14xlAHQKd/1D6kFCTzg70wCgW5CXVUXhKdMqcgXz8Vb2TJ1c0dFjoXzdq\n",
       "Rdfvhr0vBrKI2BSgrcwbV6oWGsOaa/PNbhBgxE1/566yRcx5ghZD7vysdJEnKo5keOz0FKq4Rk80\n",
       "bLRclvJUQHZ2hTznThaMP6IiIV2iUATUbpf+mAb5H7dSEYuAVfSnRjK86WTW0HsXxnRZ1o5Xf0vT\n",
       "dTjMEB73k699r+yd3KEQnqtwwwp9p87fYCgrlNxjvfeFqB9rsP5Yw8zJ1fGjHJH3ERci7mgC5keE\n",
       "xE2JVAoX8GQpdNf/O+H0v7HLLhSaObsZAOsGF0le07N1cElG0GOEvUeVXWdXWQJ6sa6WrUNPmeA4\n",
       "/XWUl0x1HXwMrhGZo41YD3iJPB7WPC0E1GDTqtJr0fm0kPk6DoF5mysOcYIeSA73WyNaqWpzN56j\n",
       "l8MFdwX6OMAoyd0pUTWZq+D5Hlxfj9w0aBQC0nnK+q3sbDzjJsuoRvzbfkbkgcz6pynXln5SYOIo\n",
       "20Qzyp7f/t8a07hHwUBZB09Z1bl+97valS7K+DPIAnl8yPmG4QAAAetBnpxFETwj/wAP0//F69PS\n",
       "86puyF1ANGAWjJwc5bC3kSlaLKs1nFSNgw+LZztZMM8YEBPov4DGGzKmcXBIZBourYler3ODzydn\n",
       "W8la5rYn2kHzq0K3KdC8cpEk9gZfp0TDAE2NbNzsStTcD886x9yMU9mt+BGPho56krMfwt5zYCqG\n",
       "8Sqe+zhbzND9LD+VQP2R1EZbk1rKUNtUPUpqs27w0mRIS7yKwYqCze5/eBMneK1qU/G67iW8flTU\n",
       "5vVLC7kpeoUyRMEfiuTF6Qg08eZPuONerjNTcF4Coel/6YeYQgzhli1hIJi4EsAdMxrNxnOIFxxd\n",
       "J6LZOMo9gK/v6kZpYcfYMm/6xzSXB5oEP+16+hfeINuKOPuXLXeiRHlwpDDK0ZgtvOol/A/WJUqq\n",
       "sFJli5Kx/AkC68yXJmZ0FlD58ktaQIinh/svvEF8P8x6Be2F1dFBJ5/LATFjGWaeVnKwtkRjVAZ6\n",
       "g3iPpQITcu5uJmXudPgQEYsvtPGq6wSW2GcR6MNFvH2s9B61v5wxMNb1cJWvjf0Pu1YsRKZvStE0\n",
       "VSef7NLMwsXVtYkz+UzOcy/H1jzg+gbo9nyfu7OLIVraaO7jfeHd9+b+NcRpw/WT9OqJ/epjXfv3\n",
       "pBAcSoy2jCQnDwruvncPYz1JAwAAAWUBnrt0R/8AGcu6WBX+6JMBq+MXHKT3Atnk+E+wkYCkcevQ\n",
       "3CSppYtphe0Gagz4CF96wGYEA7m5+IboDw2CVtlUnhbdySgXRQcXfI4zxsNfXYO6cQdG5whLJc4q\n",
       "yKoAJ250S0NhyBZv/sGEovymQ+aOoitNUiqVhQKSXGzPkZlJmbqCrI28DUKycdJKWgC+Sg516wpk\n",
       "dzUSGdvAjWAluAm4STkM+wonVnMHAFf2VnTVarl2zuMpmQ6aFKhti11Km06/Kn32K4e/o7Hnt9m2\n",
       "v3ewtReXz1wztuPG18u8a3EhcNDMHJNf+KuiiA7BE0Wq5QYeozr0o+o0TxfdXwp7UXXlhydCo722\n",
       "ggwkgbN7FAeosVEXUC68PsyvDCP9iuEdGrzHnS/S9+RF/jAmN8EDnG4xmExXpFrZ6e0li6lrDDXz\n",
       "g1+wQUABR9aoLWguVMM63Er47XlQkZmLuySWdxfP3AtgVy0PzekAAAGPAZ69akf/ABmyTq7Df1tA\n",
       "eqYUD7kgCleUlAcJcbky1dDvs0WgAAnXQBCuXg30tNdFWBt9XW9OCmQ1lZvtcxONovBfx4E9HLC4\n",
       "nVWb4hDltsKmYJFgouvWHNcAljpADzijZzunvSSVmtxhwmXwC+JIabv0sHRLWRZ4ZDRarPsxTN5q\n",
       "sT+31+mn5dN9HiUVi9J+/8bcJdjuJebqPwApx7DSzjAPj370Yy7bmpRB0RHo9ACSNUkvQ+A+/uuH\n",
       "tIdz+Z0EKC8WAdTPnpjMeOKo7t90LXcGUcu5QO2MY17+O6mT2rAMAQm4s26497WVJ2KSDkew4OJ9\n",
       "2XtOlXbpG5lFqIe2wDZfQveqryuJ0BneNlffD1P8tCgb0EfaMAmtvgkjsJjkmiHCVhvMEqRAJEXZ\n",
       "TjMHtg4PQ+hN+exxTVK+qg5YDk+cZmjOVAB2Aq5eYmp3ls6KGkeQCvhJzdHYwyPwrNBtBFoH1C57\n",
       "KLkmb11F1m+pF1jluGG0ns9guyRVpeDpJOufi0WEmqX6rThCQHJcbCghAAACeEGav0moQWiZTAhX\n",
       "//44QAAc7ShXTJMLn2GI6dk1zeVu9WphR4N2zz3uLwYCJonk0hrHorU+0mkBDJ9y93206O/0Ig36\n",
       "su8q1yP/9PKUzWXT3TzHBMs6R6U21MylJtw6DHhmcWfLOggNotoNElq4mxFAjxa3nU90BiyTaTc+\n",
       "IaN3mJ6lBfQUsYtVAsLE7w2RbY+yX7D8zCK2ztV1eWndZ+YZ6hve5/fVu3XKLb1OKI222o5Q1EIQ\n",
       "9u6GKL4uuMnkQ/fgB8/YZrbolGO9vC/iOFnYw+glI1Q+vtm77S10DKBOV/nVL158rrMBRh6Tn21M\n",
       "dV6Of2uycbkLhUmOAVwJgNHyAj9i/P73M3121ELJSLbAYXYbmfzuS6MX7qhybcvAYRxwNA4gox91\n",
       "uSeK0B9g1FzKCkgrSPRoM9JziPp7erGma0mOhlCNRG8jj37QrTs7rjLVcvTayCWG0qtMpdbPKheU\n",
       "iqXVHFIJz7gX3piowpZuNijVq4rHsCkT7L0t5K6zSNmeB4qWeRu0bhWmfrzgOT4H4KA5HJ5aBRQS\n",
       "TLBxRZ1NlNY0NTxTP0RYwYqHthdePqhXZOGz3SCLwezBCVM0+8p8mp6e3EeibnjMeukNIfbuPWJ0\n",
       "MOWj8+IZAlYcMl5HrT5fjguj6ull5ZmwnH62gFUUh1HFKX8NgBsGqOf5elCt9X24im4S1Ah1uKu7\n",
       "oBRljmVs73HG+1AXUNPXkl6CtFU0HsLDVBGt6uEWWSNk/vyKK3G3rwFBcNkUFh77va2bEA9PlE82\n",
       "uhDIXUlxonS00svW3aEmkksswHShA72HyvB4BmOZgkOpZa9zNGeFulnx5m9zHiWEiz8rAAACrEGa\n",
       "wEnhClJlMCF//oywADLCvsY/K6m8zKENO12B32i+WnTrseIANLqiuv3notYn3cs2o2TTLCGkbjuw\n",
       "KdENIM+sK+avXL8GqVqVzAslvWrDFx50XaxrWfXM+MJ8fel3usS1WiZhw/Wh+ddpx2VGD5OHVeuG\n",
       "OwjvDStOcK6Em2hRyJs7Z202LlLnk/eW/v0w+nLHbLhp9bLbLuGFvEOIpdME+ZtfBoTjyewMumzV\n",
       "OhMpjC1/n8uLnf7+9hBgxvk2sSVn9Df5zwh9MEKlXXRg7FG3FoHyGT0bnIxiXJMwu1ondUfffDZ2\n",
       "qcNgPtUn7ghSxmaQdY6STicHNXFUKeAi3HBjA72oDPZlB8FT6oxYPpNIT+GC7STvm3cMEQrfsu2v\n",
       "MBi2AqESRIJGmD8fFdpl1k/1mHRPsdMlwXcU/KJUl+pFhkda3MKYxUxY10b8WcZkqDcmchJnsJ8w\n",
       "tqoD1F8aPictShCNLDc6egq72Vz1t5+Dqc0thqptDyz0tpP28cNFoFBIxy7G7PqPA9Tri7Q+Z6cB\n",
       "6rDw2xSTWjiR6xUGM3R1wNx2Ij/rynQabSXNIW92mhf92PnNWvHQIT0y8iL/f/4846SBeL8ch3a+\n",
       "Q/kFSUYfFTYN8XGLGXMLV+bgXqu7Pheu3IDxQFEGWnyVYz4G/1WASNxm3d7ztkrRF3g+m9wJC+ZR\n",
       "fefy/tpckO+4ez5NkG+l8zsDDSiEuR0jFNSqiRLgNV0s9iu5qNbvMLxOmuhToufQsyx8bBQcBAED\n",
       "KDmoA61jYeTpz7fEAAnqZ/1e591a8+yNtt1wVs6H77pgEc8xu0lsMMW5BFiN22LHa3i9DKz4sm0i\n",
       "xGHCEuBeEYXJ4DLrabC1/NBXXeW9+3L2sUtd9JrCxUzXnJW5DU+6RL2y6BC7ydeN8FSIyABBwQAA\n",
       "A+pBmuJJ4Q6JlMFNEwv//oywADLCvsY/NLDnYXLn8V4ABThEkm6wZ4L9nTJZyDQ6s8A9AU4DMlXk\n",
       "5V7oy6duCoZq5zHQjUezdY9XmJjxjWADwF1LjY/2EEr4duWgN0cJ6FKlHhuVQFa/FUYT0v0YvxsG\n",
       "XL1YboZrethfD7Qvke8+4BLLBqw3TFBj7JmBVIET6B03Bn9ZEZojETUBPLdIDLa0hk11ICP0L9XZ\n",
       "j71tOj4AcJxmEO8HHF9sJh/A4aeBWot1ng+132vr4SBSABuRzUK/p7pegfUW2Ap7gBWxIw8bURFt\n",
       "jQD2wC5caKkUVlwL0ii3DdykAT0uz11ByEnHwCmknzyN9KqcwluBj/d3Qj+ChlH5o97Eh4HOwMb2\n",
       "Eczf8j/Lj41Kjtn7nhrr5TtRT2EqPVe/x2WKgsDL7yDyW8Jp1w4U8ZSG2Es2KMUtTEfwzJBXCnkC\n",
       "EmW0Gc0G4Tr4YRB7O7iloR+yAgPL2Fb1EVyMFC+o9F+1rSI+fBHW22ZYx2mwu0lVpkugmNYtVtl+\n",
       "jAnLQLRXPTF8O59iGEuSGmrTcHCdX05fsuUWIqnRdvCbOISVw7SMeKzhAIYRcaLKSKiwbJhBA+6B\n",
       "11BFVE8YldjcRdsKzaRwgI5ZJ+P5/fwsbwLXq1RHLlAqy1j29Od2UEH+xxeI7FTmGMv5EpU0KjUu\n",
       "Fxnx/5Njeov8ltNBVHvfKvLWaS3eLqPnKEFGHChPmLP8a7W6tEW4Z+zj4hfj6XfpjGMFaHDU750g\n",
       "k7hkQxl/IVZTWAUd0rg/6ie7YOajQt/JoyvTJ5i1Jrxjddus7jiHqrhwC8UGG7q57wf9361+/6gw\n",
       "FsHXzADHeM8FJvV69z3E8rv47lQJhl6Lq99tBquxQe948l9Uwn8hN4Kb1V5oAxNYYN0L5g6p8DgF\n",
       "oGKxp1ASoKYmUWPlJ4pG+OAFTnAD+e+31mlt949DGYHbsuxWoDalbIiY6i1LHeUVvmoSy9y0qOOJ\n",
       "RUWxIHl2hwhbtLvUATbZMmW95QaMv4sZYjiVYxp7fNAgC6WZ8Dv8wMkvfNcR9qNvTUk6IB4zmkHX\n",
       "KIvPC5kGe+005D8Ejg+BDJafvOudR9dKhWvliYh9eFNCV1G8C7bpIVda9llE/08fPCzxBcyU/pzU\n",
       "E2mB4F4AyjrcANdY4fGNHnFNwzNlrbaoIfX9fgB60mRlvCjCsLem4GiZltuowr4Xcpnwq9rvrYcM\n",
       "KDP7bHxTPA18GnHxdYAjszaA7b/nqAkeKq3mg8WVf9Vf+14mJYUAvJ9PFGUXUrZlMs+hmsTVFG10\n",
       "Aqyym8B13l0p2xqP/HxXT0DDIOnw313+pRao0sqbNKe1IOoAAADwAZ8Bakf/ABm/bQ05vMHL4tpV\n",
       "QvQHEMUxemvdp6oNfH12uU5dkPjXFguatB1TLoVlDRSiyqmiuM5OP2bZeNquk3d6oDqezAAm89nT\n",
       "6seFlMLqYcKqSH5fPBgkGkKJAwWZUY+64R1BAE+ViPPVMsr2Qp1tZGztCAzAYZYGTk05nCEubUe2\n",
       "p6P0e22Y/1w3KRyD9nEA4nkb8XVWO9v4dYwsuKsmrhVfwPs5IRi4LhBxFBEqzRVnImeo44vfZtFH\n",
       "q7hbcrbv1qXgfEx7RUQCiNE5tlPMNNFw69qJUXud95fCYzyJ3o1+XJbAeHOQSsX2UBlxAAAE40Gb\n",
       "BknhDyZTAhf//oywADLCft12ZdjGyVEF6SUvOAFvHrhMkJe4LGoTksU3srik8ofGe9pYuipEgJ5/\n",
       "6NjbnRv/+Igoo4E2CDbyXqBnZuGws1ELVaycrnMGsJSLZKlIGvLvUFOmm30rxUMFvvDw95DROjlu\n",
       "HFtEAOPG6mlTKMBwOznoVRCGWbmrJB53N4JpOfH/Rk1mlgLqLefeIBc3bTvkwDJ7VW39vntTE2sG\n",
       "7GyoCMTe9idLrEq5eo3IZEKHF/SrGSBSEnbSyH/Asu6q7PWOYcgXNbLjR/5gXlHD0dYRdWy8ub+6\n",
       "BeMuSlEO3DKuONvqReed/kslwgfKcdzUHq/JzRUJjyglImPv+Wz9gVPvt6p8ckmrTzviJwRGWsQq\n",
       "KQwdL7qLGrrcWzgtND9MgA+Z0q14yn367WGTA4bGVqXf6MWrzQK3YmxpIIb3rbOQMtG9SZvibvCd\n",
       "3KsgWFWfVW7JPfx+sK+c8WDdJHxYCyv9EN2WsXdLXDE38nuGq2TLXjwXODLO0Rmet0GZF2cB3ARt\n",
       "4bKNMBUaKQh0oFZNnkAU+0CVMbSNQQb1+4K7q5Nt9cg1lLgUCmT5TMfiy95cShH5/5/MroqKKynB\n",
       "Kmus56DeLHoQBxoazBdn5uSgZcUv654vP8fqikekSYASyS5eh4+jrR+gvhmy0akUrJUxd8/QbkoK\n",
       "Yg63TJJ5WYbGLdZjbaGkeRc7sKfSS8tsAJJm994bGBwGUcTxgRWXFt6TrNUNtzicUwQrydqlWHKq\n",
       "QkUKy+O8XjaBGavseqy4w3ba8J4tGbkNjyb2TVEeyce790AOucsiYdmYCxRk7EMyeslN70/9BLP3\n",
       "vFHe5t70ztboIoMcjZiy48RqnbLL6Mvz12F7/jlFu6IZ5LilAm/mYR/9iwkr/vDWKs0dHKqebrEq\n",
       "+42ZdnqY/w09PoY+fbi1yMXhz9p93scfGr6ljogJJqJJLKaEpAkjyuqUsSbZVwRF594UJJoRVB1V\n",
       "WONEZfvpMmnksvvD0oxf8dr9zz935jqrTdUl+N4XdEPMI1IKCxALH+1kGs2bGLQFVpYkAFIlrSe6\n",
       "mN3Rk7fYGOs3Vuu0J8b1VhXag007uFOqV03fyVj3GoHKp3+F6USI4AV/OpikSKb8Ohwe21Chvfsp\n",
       "opsw3Mr9jFfMQOtlAdP5xhYJsO6njR6ErAZtTKUJ+axDNc3HbgM3RTDXgcUcl+W5O5WArclso45f\n",
       "zJj0sY3tFoNqTQ2TlTk51k2ObHuCX4+Ybdb9etpveh407O72LwNEMJzOzh8aOFbt/wBP7rrVLisv\n",
       "DZ+taf1IxLZo2Z2/i3pCkDtTTZsgjtHtGIKvaQMe//K10191L3aTWTzxzVRppryhyNWArV/aHZfH\n",
       "L+Q/M3RFDwz50HUuflfwB+NX8VrGRKFF2NF+zIp0Ft2p0kRJEcJNiFu/rZcfhaINPlq/VixgczXw\n",
       "OtQO4mtHcyuYsOwiN823HQ0JT4jULX51/+loK71ezTBzDxfMtMZ/CCCcd+9HZpdr2taEHcsLB0Wy\n",
       "fsvTRDR1nxmdBE8Ns/JwvqmwC0O5L+iR4X+nBpPPTcSvExXsC88c4uBqimE+YkhTzGu62xAGUd1/\n",
       "gcvvQa8cwjTvJMf6pl4dVjYcRmKptcKIEjYufqg67G2eNbPAln6KRNhpogszXsGw9nEx8QAAAU1B\n",
       "nyRFETwj/wAP2RjGDTIBrqRreuXCaVJEALJKCGInwWQ3daRIzr+LvpyrOXdP2HvhFcNgGMRaM1oN\n",
       "7e8XECiikQi46s7hTfWzlhv45Zof3c6o9ZpXlSvFByne6tMq4q/BcYPvsuYWw6ItwEmUpWnJXvE3\n",
       "wwKrlLq15xGp4b2TZIRQtIjHxEwDj1QZ9EPNXY2J/HmN7We0SojSHpyPbjuD5gKxtIf1rqPB+wsP\n",
       "L8XfyNYghy6RAMplfu5lIRkhHg75yALa7qe/sxiDIKZEgx+XVuXejOqCnq02dxC3zDoFEuNITcuT\n",
       "hYKpev8Yx4TSVgp/DxUXGlvlaKfbjZ5ckjAj/y9uFSrh80c6vLDXS742e4vdTJRoxZro5Rc6mANs\n",
       "A/IHxmAAaN01RJPTSk3QZdcqBFhNp4O7B+Lhq3QnKhPzY4NdmeF0HoeDf3+5oQcAAADcAZ9DdEf/\n",
       "ABm1aYK/L7fsNaelsG9UhuLJWXkdWh7TaCCDNn9vUL+56CgBDaBCk9onRzLoUqF2ZND/2UYCMUA4\n",
       "Yut6vY9gwHxpJta/lFmF7diqhlI+/5oDbOPx0VJZKrbFxcQe3/PRtJ4kdL2vAA/Cae8Qbqz2ZDNF\n",
       "3WWODzkxC++MLowalyNkew5lauJMrt3Zr/RGxQRp6nvzdunngrD4JCpqAqd7fVRO6GMBrkxtPd0+\n",
       "D6GIAy4cAX6D+VnNkJOl+avBN2YrbQyhd7qFu5SAAIfCj5QaoC0vgDhbQAAAAO0Bn0VqR/8AGb//\n",
       "q7IIqeBoU30aEAH7/fNc2MFBLyuXnX4/OoluVATWO4ScRcIWNU6AadNOfahyyfNxVYCUMbr6aERZ\n",
       "TI/sZfilT3b4CXKn44qKZEj9gYJk7oa2eoJLccTxlXTe+A2N+E4FrZB9HzIOyjNrp5eFByJzc3//\n",
       "XUY0ZocevasClleZgN8ZTHo8uZ8LOqy8axWx9og5BI1rNCHeSkuYJjGtBggzW2iA2pjCRW09eclj\n",
       "H67JFwDu+AyikyYCcsK8ezI8Cb7q7iBGIBTtiREgfK/gQe19Kgz/1S0a/3MutozZt0boRsfcnHEA\n",
       "AARsQZtKSahBaJlMCF///oywADLCftgKhSNaFU+WLuRll0Utr3IVPQbyqAIHF6qa3qcsrxhvUkI8\n",
       "pjeOynUnGyGaRHlTbOkhZX2lDdz7LcfXaCV4fCLCgZMa8k3xifQdnGREm/AXl0g2MT0mgZKnzXM/\n",
       "RRye+8Iu/4IttoNgIehuGYk6NgPCgJm2N52EsIuexPt/k6YO1CNjiKA/VPo7F9oiNzD1TnqB/8ed\n",
       "6E5F9vU8yyTu0PJsuA3ORQzqns6HkFVrmdDE65CIQHLAQOroCPPSTGoHXeTciKSBuROxq6m42dHp\n",
       "9BYR37gWml5ZTXrSJ0Ha8YjsI5Zwi2hOr/JKQkh7rwnR4NSRJKCEUqTXyWw1Lo3cA2rKMs1PIV7j\n",
       "GK9XCbAvyChToZmp6FCBNKWhet9WUtduXJ9QnUYM5vtO+ZXr7+Dg9hPE1PDNPCXNjb17iA5/8h0D\n",
       "vDJzUsEDp4brlKrTPoOQ/1e4pL7YjuehkKLoW3iWXdxBIxb+32uNHGQONi4eDAk3bBqRVBBhAo1e\n",
       "s8feveovAIfrwhtga51TJXx8tRnK43hYiwLQcOqY8wBgI3+kl/4eVfcpugaSbInhX0zDZ7TvYFWY\n",
       "gvgQJFESfr2RDfsN4xbYAayu93djpgWFKrLveyivWL2NJhccC8vxXuKbS4Yh2APlzsufoFECub2n\n",
       "wIh/yH0iq1IbISbbq2ykQ58PPxLGaDhhU5bIC2mGII6e7N/OGu5nFwpgpuXX2p4rpym9mGRwAJGB\n",
       "w7u9sOn4MuSguUm8dWDzJYd5ChouFThp3j0ucXzjvCpjy684y0p8hr38Gmd5nxXvvQsWFSnVLKCT\n",
       "1ZPDM8ukep+HOHB4koa/HsPppw4wtBjNAwtLSETaUuetNwbrAvtGpeaG2K3rHMCcPAXXfQobEGXC\n",
       "YhfyzLn08Ma/QyVYRZ3n0ShTdYaxqpsVF0Hay4ELE/zMIDYtucKzzOXd+EikCwtNR4Rf2FuTIizD\n",
       "YrPX4bH9HmQsxrmZFGjhjPMFAaoRPgiXjDcYMtgcP0n76z2XSgECXu6DpAm63S5jskRgr6RTyPr1\n",
       "0q8JqmQ0bfSI/p3WAfVnQzb6gvshc69eeJwutlV76wl0EuQFQlJ/30qHumaMXGY9uhbbAejzdmiY\n",
       "wwDHJKAnIN7aMheRSlmXDKsnC4S0lM3ir//989pZGTmPnRfMtqV8SEBXv6fwVEYsvNMy9T/OwImD\n",
       "5qpz7YzpgABYwz8qcnjr2pZ5qzHj359A4lUr1zmNJ4npN1u/qWxRk36reBQIA6sn9WpC0NMQVzLw\n",
       "2r5UwAr/XVMZxzH6t0x1axSZseBDdHFZEDr53EsGiWOJQX1mDBFRAeTdJlqFokS/aq6NJaKex5K1\n",
       "xR/HaAh88NYkAnhGN9C9yGVLPKbTyibGjMoLU0J1jMvcCP4AAqGHXGbhTJEXql4qyjpkyyTt9R7w\n",
       "LuagzWrsAw4NcJjOybRmWsHbUIVnY/BZHINEa9n1uZ9myyCMFOVwQiODBCzIb7uluiYMSAAAAStB\n",
       "n2hFESwj/wAP2RjT1iomoFoNrkT6uMGRgUACPk5LvTeCehC7FKPif3m5qQhHBlAp7MoDEqS5/Ocx\n",
       "HZvCbLUSN/VPVm3lRpR+F2QY5Yy4OjL8n5tNhxK4qdpY+J7xyPEtDq+MQTMBhOt8+EfwCUEwqix5\n",
       "iEG0MxycSmSCjEfLoRpbMEiCZUdRGhhwdd8HuK/CQA3QhD77DXbZiyrfTM1OZ6Kp5/S6L3zmmdlq\n",
       "TCl67u3qc0TL02pitQephqKvLaH/VXkeni6w7Ut5kYl8SN500u5H1oAw+lbAcht7bKtBVrsrmFcH\n",
       "z7I92pKGKzTNBk4l3ic0DKFKulIVUMmLFMCGxWAJykmYcMy+xD0UCDPC9WebphkNuUdJXCsQAwXQ\n",
       "0vWWPhjfZ1oZVaWjYQAAAQYBn4d0R/8AGHqTN5AIk5ZcLGrfvF/RwpGtuurtvyybJtcdzCrwDRlF\n",
       "9evQYZP6d7hdp/6yaR1L3O1oMYvk+Hht9ZFx7TnRJTvL1TEiI+JT2yC3g9q/+onBqobBkKKU50m0\n",
       "BtCWbmOjK4iT05wsy9jz5IRoCxjEJ+y4KnyGsBT9sAJq5/sOkj6H//IgorpfsbmbRv0tUEgDIwlp\n",
       "oXSX9Aj6njKeH4H/ERPeKBJU65bKtKL95Y+2QKXfWDN6uZwhfew3RFTCnIGuQ+FajmRkYyjP31tJ\n",
       "8ROwUe8T8IRUrcSYzkcN5L8DKabAl7suVf/X2HUPxp+8xPtg1RWuFNtGa15h146ECBhQAAAA0gGf\n",
       "iWpH/wAZv/+pAdbugrO4bbYACHoQZJcz33DRg1m0e4jU3UVpxb/Ns1n48r9kk3b410wSOG8Ye7mB\n",
       "i3Xv6jCIy3sejUQwplFFN3mmSfG3qOcwiGciQv5qJ8gEUVe3y+F99AjHNwIwSW6QHHxXrkk8W3NS\n",
       "98DekAJeKVpTo/CE/LnlrfdDklkL18TY8ges4t+soJ4bxQMu6Fwy8PWm/z14XZDTme2otLr6Wvb5\n",
       "qPwUFUmc7L5sBCIKztq528/3QjmUwZ4dB2YawA7QN3X1X1DmgQAAAtFBm41JqEFsmUwIX//+jLAA\n",
       "MsKgyFtTvjWyb1KymwTEB3lOxMU9J4Yv5yHBSVIC360KhxNGfXnyfHP5cbOeovQzSJItAm0zefDx\n",
       "B+mBEx8Bkf7d2/kKKFjr5JHUHbCWNhLlF6fRtvYHeN0FfFhHiVwyTTuGJ0QU+RcUcrUvhFObdrNM\n",
       "yl/VqtnyQXqliQ6nWkRzQGMa8TOEvZ4GNueYIotVIUX3gUPnRUjZh3RG6yFqGfw1Syz7Y1KIGGIP\n",
       "Tp1HFSlxW6uWfY8BdYSyPYxb2jgAU9Krjy8WNDL+xk6bJwt+Y9sLSSERh9SunDl5aOuUE1CaC22W\n",
       "MlAAd6rnV/BrJhJZTRx41lgCZPzCLlIykksUsfoOxUp7YNw8wBkP3pt2ZN+v5Bz1MUFcM3/ae6iV\n",
       "eVAqGFsKVcYXZ5eYxtvUKAngigottUWG+MeOGDqbVZ7hc0Ti1sCc+F0mvlurjy3HkC5YXPvatbSf\n",
       "XOX4uZXp34LOS4XlbV5VV6QzagmXZT8FaTqsntbZvb6KJ3CEEqZVBtjB3qOv1XMxKI+U5BKNdPH9\n",
       "uN68MdAiYnSt0WaNOln+7JcUVssWc78daXGfBrnUBbXUUXf+Ay7pLkNH0YJDEQnSngIenT/F0dvP\n",
       "IedyeTQ9Gesl25PmkmKDhYEO+DlOIaVXQ+DtmS8N63zsG9EKD5JRA+TK6okSR+vq0Sxiqf4Uyn5i\n",
       "er2vr6M8+4v+JQ0sKENjyg5bXCWA/HqKptGW/L+TojtPBMkfZT5ma/qrqYpAiIEBgVQq7ml12DnW\n",
       "IEOdA/xJ+1tgGIkOxyVqZD+SGDNAu2dH4ZZ07E0VsaC/ArpJ/17a/6VdKrrp3q7k8p0/E6saEoRs\n",
       "kdovRG/TMzpYcqn0B6L5Q2ZgCM2JO5jdqFqVcCjkkjDUJK6VR2kYIJ8nlJlXZuTEfZeQLCBkM13Z\n",
       "s9tuvgD+xMr7ViUPY1VlEr0lKHBxAAAA/kGfq0UVLH8AGbJO0B45PAF0gtLK/7GrLl0GmdlWeRzS\n",
       "Zwj7RPRuAA2xg/NsZYVmCRNPb3wBG/xWjfUDyrhcxHH2MoabfwXtsAK9PN4zNEp69ZpUecgHhI2W\n",
       "AFSLXK9v05K86loILYvLxUjmETF1S1+niqW4Q68VWeVXuCPIciJPO/eMRXJ2h3GWBX5QZjsn6ybu\n",
       "+MxB38ISrG1vhpVjOPpCCUAjvEJ9hOmmZkHkycAjW7deYyLefTKKUSwEK1IPeEFHTmVFyHosvS6i\n",
       "M4Q6jaWuL49BgpH5uMHho9WuI3vA8F6XtBVFlEzX1BSwGWqXyKNy0HrGretBvsGQgB4xAAAAmgGf\n",
       "zGpH/wAZv/+pAdbugq3tkDt24XiykO6O4yJgZn9S8hu/X4QHZRAhPTu/lDE8HuEtfHepD+XDELbx\n",
       "ltAR4dtmuqPjOzZuscKAB/Og0QSGICHHBewLzSdtXza/As6+BwTODAAAhueIZHByeyp+QebEYcnh\n",
       "Wt3F4eYDiyMODwzcpelgM8eOnE/cfXVjokPapqG8nn9uZpHJKgkAAANJQZvRSahBbJlMCF///oyw\n",
       "ADGCftUlZmJ/I2BEwi5RzMDVgmDkvB2l3EZcKnFfblS2OXTWCHQIUkDJerUsiSEmrNrYiNk+n+bj\n",
       "xrzlxt25+2qa+GNTGHBonoHVNlZJ2z9LAGBKLZ+kuvS5RgP463eVD9pxHmKcxxXB8qGFImZR/5Wr\n",
       "uxdqo/SOhAqP0AmbLYSgKTEa+K2YNhWorMAm/LK4TjxfXnPVFeIgOzO8bKFTpDCtYzZUhJx3E/cC\n",
       "x/0RoFwoa2eUv43fZGZ9a41llEDjBrYZxadHEaNW5e+bplDUxZLGmDt+6byLtD7jymPhxLOS4oEK\n",
       "y+AQdTI/w6mrwzcDUGYkA0UX4PKU158xvsGr5sVnUvaoMR0mBowGafqCbgzQA2yuJ6rMfcczW0p6\n",
       "Ywpps5BBCsvSlFrm7oM3FXQwhl8ydxiWlr5aAGyniH2ScNme1KXzZ6Qsj2hcX1UMdd7Zl+z0zhE4\n",
       "YvffFX2A5Gu2GKjnhbAY3JNHjGMq1zERKIcrD/l3yrbxxqBxSk0RspL73mkXiEdqwQkXRxQr+5yO\n",
       "MDc6kGiTtRL6Ud8pDcwGcLFTCQJFb5wNr1i9VzATLxG/6Qs8GG5hfuokuCZzkNqjuupkojQ4r3AC\n",
       "Yeac01PzEQ8YTUmwGu+KEA9ujBt09P1UftJA0Co3pZLEgvRjRXK6iKVPzIcIyMbbOIhxHaKY4kDG\n",
       "fu0DGD6uZqyYLbLHXZB7rVTh0Rd4w6TkvOoCabcev8QYQmEvhxuF3pJ+ECRh+5q/ymfT520wLQQp\n",
       "6t59HZPGB1fc/V9Mw5zYoJGLohopF74MP3Y7FJTlN12LxggE0y8nd7e5Nh63Zr8D9IvXNUmPOQFM\n",
       "dxawO1+0rRHsfOfF56y9bgHcqAumepINIYV6q6aonIJyurz604jYC8gKZCf8jKCG7+r9uOJ2qyu2\n",
       "yllppCYjP1WZS85v/GtZfq0zpr8b+08y2QMfcYQjrTxaNOjrTyq0Lf/G26yFkGVnpP+oAZsvbyJd\n",
       "CfE++njenjvGjNC4h6PbO7HW18fw3drop+zgkiuZSTg1nzss9RyEjiM2oqlfzqmcJvTKzYo7v7HU\n",
       "iMVhf/Tca28DRUm35DzdvA+P/b6XrZBSI3AzkAAAAPdBn+9FFSwj/wAPhswqdf/+RtqD4i2HZaAB\n",
       "pZKOaPoOGbIo/RzCrqJNEA6Dp9WK7DA3zhGpWaqreLTbLBeLf8WKZiAiRr4gFmnzLZBChNIM+RB/\n",
       "2IB0+Z1HOhtIjHCh1KxhGG45lTQ+IQtLZIDn1aAsR/xnn2zD74KFdZaSQhbrOqsygcb8SJoFpDNy\n",
       "QH77Rd17UusNzhPygzDXNeyDJ9cR/R4kTo083/hpGgUNaX4NHCNgjVK4xCniwonVG462PR9ELJQn\n",
       "SF/q/QbtTCDUz1lQesHVaki+09ZUHdlp09o7KS+0CXXwB9QzoinP3TTfR4taOixc+HpAAAAAwQGe\n",
       "DnRH/wAZGpGGe3cDlCvoIEi0UoAC4I0PXp0VcSfOG93W8jKCxnfCrVzunZ0T0FfbO2P32rfhixYJ\n",
       "itgTdIeL45Ofvrk0gPicjnKDwfglOcOCyDDnGHMyS/12jJ9s5GiNdWA1QiIei++mcS2jSxxLQo4O\n",
       "NVpgghnFZnvrQy+XwlszxQxPJarcJE4Ko+dhCRnR7yYi337Agncz4OZys7aJ+2uGOr7/XxzljHcV\n",
       "gmyGlpHfru8aP/6dZ2PJ6Y1ICLkAAAC/AZ4Qakf/ABkpKkFerXse3Fg4gX1LTqroX9Vt11voAQaf\n",
       "HCjCk698s+pXhsAF4w//1Rp6nQsA56ThzSX3xHE1tp5d+gX5VmBEmgi+zqOGC8GmNtU7TpB/2L4A\n",
       "VclztPQr8EYplJ3+zzEEJjfhBgVG4NNwF9SyUIMNRWsIzh68XI3HxmPZrZUpFzXjQs3I7v3qfT0o\n",
       "wWc8quFrOdua7olttvBry6Nkpu0InLMoe7C9JcPryMbOxKiMacibnAVAIuAAAANpQZoVSahBbJlM\n",
       "CF///oywADLCvvHIf4DeFXKrLdFVOiidCSafrUgEdnRACjLsCCCQP8pfjV3vtZmrYSUndsMb76xp\n",
       "j+9AShj/rwswOxSACxY9izfvHMdumeoAMwAubC8Hl6giwrkehTjESHD/5YqVWU3wG61gQEAN6te5\n",
       "esAAmXlSpNroJhGjX6EoU+9+gea4VWVdrLNyi0wEBTsrTdGLiK1bxJ+oAiMVwO3hxkUtCKT8Y6m/\n",
       "88n1uuRRpK9PHZV8fJ7Ru+17/Rsb+Z0R+BvqjBLXlkyeItj12jVFMwRqogwEP9SQYWaiFVfbP1jw\n",
       "tw0cGk57OVv6tpVrjEhyXwHQiTXKNbNXni0bc5eTUzy6QMAHtbCgFYNB8Su6kr79RFe7rQRg4zmE\n",
       "1OgBae0KS/hIqTid9dLnoIvUjEQ3dJ1p+N4m+l8ZoXBcZk8DhNQN6bxL6eYCxa9FHN0b50oXGByw\n",
       "B7j/1KrZ0hz8gr25n/Xium2x30bgdEeh6OH24iI0ikmuvnHmd0o75LneG0O5fi8CjAeBn5BXrQCS\n",
       "qNia9CUIv/4sYXgPr+c8QPaxHWbrrJ52tpCVAKWR2euUyu492ma59iMXF27KAwU0rovjcRBARVV0\n",
       "hSDA8+Q0DuJxxj7udNA437Dlc3wlvyMmZrYm1yKj3pdJC03PpxR/0NniZ9QBr5qmLAAI7NxUfvHP\n",
       "V1qR4uOZJCbO+mYfvwA1HqxTKwJxLaDcwN4rPvn4VTaLSzD35uBxMpCTrn1HLdyyD8I5/zSlBnO0\n",
       "KFpEYjn7z6siCpvvmIkE0zS7eNLvYK6728b8wqJ2YkvpAwKiEFLVtj9mT0nsZVFaxa5lZNEKPW4Z\n",
       "45w6FBPm94ADOkzvpWXsahVjme3c5Oxtnu23BBCMdYlBMb7lH6C8PSDgtM3RWyJ7Rt0DC0BmmnUd\n",
       "2cM8181SCX4rIbwYJS8Seve7gzO1lvKCo6ywUrnAnIW2PM8NeWa81KqmXFNdq21Oh5fdNGMPIjmB\n",
       "pxUIDYtL+8TpUTsRXhYLmRyS2KcbRRKpBYJcxC5xa5xgN9rkrHDNoLnevwZh+hpm8NOrWvmapaMN\n",
       "CKbgCFU3SQ/DXit88xe7+0+Mpj0Rf483BXYP2fnwgAX6a5/a52YXlkf20Me4xx5THbEvKv8DlYJi\n",
       "LvKGlo1TLjhUAAAAwkGeM0UVLCP/AA/f8nDVHd3DN0doEvo/7ZBeN2Lmdqlq8cxsVcFrSy84Sg4b\n",
       "PrRwKxA7WKc06zMaPXFApGkltIRfs05L2leBO8pNYYfFhJ8xSIQ+CK+lD7bmjCmhpQKzl1ZL0DYl\n",
       "VV4vCbCtFuMcuUJ6sbb7EunsrOntF+DRzTklgmR+IMSTlVgIHww9RVQnafF7ObcDvVyMbjsRNESD\n",
       "7a4y1piXItyDUtkqG5gYj4HT+iedmI6qlyq7VRdxhEli7RUxAAAAngGeUnRH/wAZHAFiJXpwAHo5\n",
       "5eeeN/1oc2AORk0DLFDp8w6T20eN/34jAmLy/ps6S68bXL3OT0APZHnRLhOR69Ma2EoeGpz0o+bo\n",
       "YAQFT3ut62IBlA8KcEWrYVzOUH8OD/u5MS/yM8zgBJ6TPfPjcQM1cQNxuqPW3/mBLdxqNHsZ7xoM\n",
       "xctpwb0sp1GB6SRodKurWCYqzzO9asfkfw2ZAAAAhQGeVGpH/wAZH20NObhzkdpb8nDZt5KF50s8\n",
       "TKJhncIlR/FC1B7stVD/bi7BJypvwXxEbtHeQ3LcsONaVBsIJetD3Pgi2U+ZclTmT73TectykzrP\n",
       "FE1DdFV7fwWAQnQAE4zWt3TTTvddy/JTDQK/uGysyLHYdFPSAvTsq5LKEr3vmv9AI+EAAAI2QZpZ\n",
       "SahBbJlMCF///oywADFKznCvdBb388tHCSGprBwFnEPiVbt4UDiDHdaJbHC/OKpiSjuXRImPC3LO\n",
       "ejxBtZTTjm0b7NJT9U7cTmNqUGh650ve5GyiZOngi+XHo9aYuHY22enbTAr4tKtyPmFG1R25yCNt\n",
       "wnkQa2+qOA+Sl6jXJMcv2HD+nKsODOoAS45IXcLPpZagZHPvALhCtUEGGIeFAKh6QZDzpBP7fOEt\n",
       "5o62RRjhFXXJrsqOi9qBe5ZAqftREnQBal+agRQaiXbvRMHWjwqNCJTfnsMrc4YHfylgJOAfduqF\n",
       "wZt0IWhoHFKVuAv/lHDfnsKxj0gxX4DjdlRUfvKxD2gtePMYYKPqTc0t5hsvRxhgKvrKd2fKJ2VV\n",
       "DOEddEQXI02xg2yLA8Hypwv4ydCsmN3sZdBtkNPtkdwKKB3LOe9azYzljYVIeK70S7LgT43H90w/\n",
       "Yc6lUQr4/CIy+7SqFkU9kWtxLw+zcxPhLl1K0BXAC/P2pss32W0H9Jy2fr9Qm+Y3s1jocB9y/x6B\n",
       "Y8BU0mBCzF0kD3aivwFCM6vo63iChYn+wSPV6NKPNPyOxpci8XO11Eo4hTevo5bdOyb0eGMKNzcI\n",
       "ny/E8/SfqLRTjraCxQt+1iPNvAagmpoLaZjFeFVHwsPXNWfxmsTF4A2fNfSCkntTVRku7FvPtU/m\n",
       "l/uPNjtrMllmphMNRh0GLXcQ0r5HkSWX3GKaNrOn9EWCPsvaicsnAdInArkce9DeA7gAAACnQZ53\n",
       "RRUsI/8AD37Y4ruIWE8IjnKKB89fk8FL87u4Gq0lGvTfQD7AVxOXHw9j5SbaGEgT7wDGrYglgSIc\n",
       "d9+WxPcxAgyagJj+vcU/hf55rAub2HTGatZRzt7xcPoF1Xv6XVsNn+gr0/IWPPoERzbtrQLHwkpO\n",
       "0cUTqfEjY9G50IEkJzb1VcfvlLkxtaP0KNjRTCKxGt+FHeUP2njZZr7cGU805odYIuAAAACNAZ6W\n",
       "dEf/ABkakyc6BLv7Jp3G4BL0QTfoRaYNcqXgNNIAkU5P4yddk8ywT4cjxCdVozKeqyF39bqfoOkD\n",
       "cu3aD6J2kO8d8wMOWEH2ZIUBWdHHyITpH6vUpEOpobT+eAU6oACc7hn/1DkN1xwwp1w5XflDNaqU\n",
       "UZ7G1yBNWWShQqoKBfKcS4yBi67IWDPhAAAAlwGemGpH/wAZKSpXQ52AT4w8RnPMwgUXpNePATL7\n",
       "fdyMomBQm+dFbxN2MyvsXDA4f10LBpsoS4iajA3kL2qL+JnhCvI6cNO/0KqFfxF7dnTOwL95oHjW\n",
       "Dmx9AnFKSo7QATt2KGVv8kQV23HcDqnpnKShX1GB0BEWzHuH4jkP3T5Xk+CEM5CTls5IyujHLWVS\n",
       "v5Anl5J7hKwAAAOHQZqdSahBbJlMCFf//jhAAL5zOmPJAdqsNkbHfZ0locfdBf34AXuXbFRJlu0r\n",
       "ceeyYYDUt/Z9/TBeieBHZANjNPrCQ+vkC0jHg2yAY8OUMMKHXQkeX7KrR0Yj4TLgu0kwihIdLioX\n",
       "A4AIpsj7ZGXouNjRVDyJMTML4ZL+oJ0EIe/OnIxlbS89f8bxYYR9W1biPLESDn3NrjUM9m1wC299\n",
       "kWDTA4rE4q/yZVshj/A2pzQaumpOfpfMkD3L9egrmfYB39Qy36Rsm+RlBB/n7ZaunF6PyqZsSN5T\n",
       "zNCrmq5HNssndEBmFleEJ32IekDzL1EGYpLxjd9395hUe74QWJ/lEK+uU4J3HsH7iIWGKnGMDrxE\n",
       "M9xFQqJiPTayl6++kfJ67iukY+6jsWP+U6RA9DYOQNnyeQM+woLbZqDhatxdHycyveFaQMGYEyVx\n",
       "dwpzLGD6KPheKwxLe5wjCma6nTOaZMI+g5hXP5bt4Jloa6JPtq4B0WJQnupBcgtJoDFAN28hHbAn\n",
       "jryGuCKZTcSxV02GJ1xGzdN12IpbJ+CtaVoIFBYjyn6b50bu+dkvtEfC4pVmA6qPkSytdEG4OnRL\n",
       "cIMLdnJ0yqHWkWMbi9QH0uGc1SD/NnuO7Sa+927qSvYL1yAt8Lo6GTYfcJf/SwKr1odfihPAHDK2\n",
       "sNmo/FqVz5G4+j/ZrYw3IbL/OBCLKbTvqdcc6Uz0nCAeKS20NV8nHHUuducQrmDKNXhb02WEXtEl\n",
       "36iiAmVFaMhI29nXIY21LfQMyHjj3q+ONpRg+/4XowWLugXoVFUddVDxShMWnZV0FDWmNKeMbmmQ\n",
       "6egBMkMjurQcgaLjPWBZmrUfF+SuyIPkJ+bl3C0z76LQOqP5JjfMVSwqi4T3fMfVk8s7tzVKi2J+\n",
       "s4ZHOFvFR58vT/IFWHxELz7XehRl0DS5/cBCnqvG7PLzdaO8HeGE7Anp1ffcxYVlCbSXMeTFQgTT\n",
       "asky2fuVnNdbIrOfeLNXXxxgip/9WLUWldXIq3wA5zB5KGIbWDqxCfUouqpXvAdNQr7DYeNc7Aem\n",
       "6QXhfPEXbmJoalfz+UVIg/0O3VBPnz7iLhV32WNTCeOEntffE78nrsS88c86s5H5/jnH57g6O5ca\n",
       "6ahEzqNuReZ5cmyNcSa+cBfQ6ioLyM4EO4gNgTsrjpZm5M44x8X1zj96Yhu3XuxJoAR2QGfPpd16\n",
       "UwWAAAAA/kGeu0UVLCP/AA+GeseKDh5Dotb9VXHf7MB7y+bkC1fMaoYDwtAAfPOhjo3/nUQbOHa1\n",
       "tkigAwyfipAfr6gWbt0ddMrwTZW5CT1KpK8MFyEHHDJTK0c/pXcqtSfKtKjYZmu+mA/LNRzGSax+\n",
       "OjQ2HFmVz+LYYSLI/p7CqLmACx+ybrSIAepj1AkqJOFBlJoAmfSuKc4RVg4OE2BvcVYJV2mxmG4G\n",
       "bxjcdRxUR5Ppr392LDB692pGj8m5XFsoKQBNG8k7ZzslsBNnTsieb7Jo4IsMcwD6SROjMkKXqIv8\n",
       "VVz+Y2AOoZLMa+b4m1FcYLw8mFt0BUw8xIvVNqolyhExAAAApAGe2nRH/wAZHAGiXZ4Wn1kZtBLw\n",
       "eABk80Z0o1CPYFoo8VhK8GwJ/uLCVb9+a44ld6PGTz9OSFJuuPniM9ZF8Kp65nUE3BcoSkDd5o9B\n",
       "dV8AEx51E4GuuOljg/3L+DI9TTtSp2UYSvJeCqmftTKEZGZmfw7fH0Wau1xzYo/KRDW+qQEDD7QY\n",
       "dJAmUYVhsdzXrLwJjl7ZM5bcQPDmUneV1GsoooNCAAAArQGe3GpH/wAZHQmB0xwCTHhK+6djj3LV\n",
       "0H1cknt2RBVXxQat+5qtq4ptuOIFCzm1FgeH+MZ3AQ4Yjb46731/H7Rz0l+dS28Fg0W+aLY4plL+\n",
       "1eQnGGWPTtZJi5b8ek7OyhXO60VQPUPAQ70Me+jE7hAqG0yEJ0ABdRbcOgoYi0TIr6P4Y3jQBcE3\n",
       "0P7mRiQrT35NgxWpUZoJAeUMj+b9cEBrJILeCIS5+hZOL0e1AAABJEGa30moQWyZTBRML//+jLAA\n",
       "MUv54uscRaWJCyXRj/ESYMAqN8Nus1s7CZofTrSQ8Ds4I9MbNZQ33xVa2bmMSj3VF+iX0sa8c4At\n",
       "CAEuPJ6Un4KnMydTpsxrA0nV9w8k2bnNNuzj7BQ6kJPnQXjbHvUO+UQYtuUEURWOxU3T7oRsu27Y\n",
       "9AEZJJMxII9XoQIhAIRuwDsbLhMHPNT8TUfFK7o9n05R/ZjATIAKQowBLvIluWoZ7TG/LxXQwZle\n",
       "0WH9rhjbOR0aLMQc2Stj3wCWylpdc5cClFyaXlylQaqKI1gd5exWpAa48wnpF2CTfv0Pevg8ueDO\n",
       "G6z6yynqVV6FY0+Puqpb2FXCw3fe2fnEAfEdJjlae4xaoCeqK7Qs6AGtt7FXxqMAAACfAZ7+akf/\n",
       "ABkpXThpE5SPinAssy+h6lNt7acl94JKjLDhnCfl9WsE3E02a3TvUlcHwjKx62HaWdRLvC+s8R1/\n",
       "6B6DX3UbOqDFM19ancCx1DqACaSsfecXqIiRnABXnp5Na6UBkAESS2Z+JF/qj6fDT4dVoEgvK2j+\n",
       "Sod0EQUZ48jFFHoAal3+RoQEJQVzZIiKJlyIkcNPk/APAr2nvCKCAAADUUGa40nhClJlMCFf/jhA\n",
       "AL8OwEtPU3xXkd4z8odNitL3LFHNVrJ+UZhugD8OXWMJ4vvb8xdcYJNcnTif1P0QY/hCPZSEXE/1\n",
       "Vpggr6VMwmtjwFBOAbtMcbTfCQlD5Z9q6VSRxco+DNPUsiTyzwpopokgiu1QnqcLZmYGMrVIJ/cl\n",
       "LR450iYplHfzd8QtFO13xNm+nQ012kFkZG/pHrhiu1wIThh5LSrv+cB3KO4XdbRX3kT+fuGgTBpP\n",
       "53xEcvnaD0qfqyAk2DE9hptsh0fDrSmgONp4bczxga4Q3f9sOCRRXRxYNUF8lU75JhtY/2hPi6WT\n",
       "KwIikXAN5hTMj5Vz+whZWaC+BpdQXD2e1TozI8iAw+OxNibzgreyl3pnO8iYLhjgHda4M7qf84ID\n",
       "++ryPF3l8LIa2j2XFN0WDZRHpqd9h+fEiY3u6SJFhy5LNT1pX8ZCcU9Ims8ExCqxydZ7S1WXA0oL\n",
       "v0JSx8JVZmevOj/AJ/mlkMAU4S5XtBQzshRycy5WHOpF7Xo+0e+IU1cC3+rmta5SfhoYKzHwMe71\n",
       "a60Pvp1ZEoGt1ZYgP3ZePExYer9FAumhZwW1l3meBdBXOOlH/WZyKb6k7eDvmMrkolp2saRb34dG\n",
       "z5mWB26i1Y8NKjmhSDWTNrRaX2Ffe6RRJ2I+q9ksBA8tvqsiJAVPc75oHjCoRYfUtl5etyYb/wK/\n",
       "n4ZO0U5rOq90T2qdT8i6TMQ21OqZhFwTcX5ICo9EnaDt1tIh706X0r5CunJVteAR44nxPdOcxxRe\n",
       "Xe2wILHGl1mXG12RjvwVNwmUagk1Is2pFuUP6YJ4zXZOoD0gGpdCbG+4gwksLCnhfH59DBR2DGBG\n",
       "A8dinpB4vEvhniF5vF6LAUTnePt1tELSWwOGhEco7jvwGWsAtDOeWxRHPE0Qq8OL3G/GWOpjdXlq\n",
       "OWj9hR5JYfcSzU26X4n2eHtOGTy76yb7LnA+sTM/guLziONdiPO1Hv06a1LbNPr5w0GCA4QH7jA5\n",
       "ciWHNTURJ7AAPO5XvEnpX7dWNoC4hYBK0y95qNruSieVVLhVX+i1RM9NqR+0C89+Eil+9M4hZJul\n",
       "2zvll/06X+szkqadXhn6PWk1U2MDX8USkoNBSgQd0RXQyfthSQAAAM1BnwFFNEwj/wAPhs1JA6z1\n",
       "sQmMh2DoDMkwAON3jZRPgxc1zcFVf4dGgnAb2kAIKd7NsMhQ/yPePFKkgbyJbhKB06dRoDtklOmg\n",
       "+8ZFWkUPRFarqSgd4m+GFwXc4NBMnU3HmSow/Z0y1ZteRJn9uiiTcZh+iQITVEMlbKPgIKlwgH5z\n",
       "0PhUt/7CDWem3qFEbmm+jftBOxMhX2eDia63bbVCEw3EJN5G5c6/SGYjcDoeF2FyH8O8yonxf2Wv\n",
       "VJkcBWTP0WLhU8FrD/24kIUkAAAApwGfIHRH/wAZHE+260k2Zx2rc9HT4yruTawv6pXs9HqC9qt7\n",
       "ojHcQ+iMuQsWb0Dh3lwGyKooAG/qKYhTPUOH+JxdNtscO6rP6vsnYAQ1ntqmDIzdKYZoNE+pimYA\n",
       "oFOzWBMy10tfu+bfM8rRdTrQYundjW2boyZ5SjFdQYioJFzrs4WVjM6JR3XKRLhGs97BxZ3X/LZC\n",
       "AOGnaoVY7m2RxN2RsQzxSFfBAAAApwGfImpH/wAZH/+rsgifzYMpWA9TQ82GotOnPXPxnCXeqB7A\n",
       "Vv1cxdPIv5/VUGkb/ofmmHPLMZnQc/A+YQRXTJhiqWb5McpgBECwrQGSjEJ7VCdTsdPOk84vVfP+\n",
       "IorqhynNGlVou2KdLg84iTBdn/oCJnL0xNI4tCODGXPAh2+hDSocRIJkF4fINKx4YtD/DSNoNzzf\n",
       "z2pcpjxOP3ImVUe0mvw5roW1AAACE0GbJUmoQWiZTBTwv/6MsAAxcVqbKpz3xRFxgAekltdqkpPK\n",
       "fCfsOyvxfgcL0fJ0gECnTi1tRYftRIvn6iQIYiWu/6793SbU/T//ELFphcq6RuJlNeufPAaDEI31\n",
       "2L+0ho6GRspwX9YkazZUt1EgY5FRTITGJdUq6J7PNLUJhxf4LbyrgXmd5av9DzCpAFeqYjVWv7u7\n",
       "qlKFL8G+9O1Dj7AUCIzsTHWGTO7EhLOQIKMU33Xxe28o6UflRXw5GvTdfvkzWP/LqTHZxU4y41V5\n",
       "pbeQcDoOkLsnuxc3Ss18btgG47FZTsabht8peY16Vm4xJB2vEODb8SaRglMEuxys0aM+sPVVPfEV\n",
       "kAOOLH8AGQKWfeikWLP+9Ek2QzYWDWD9L2t9u+SWr25qBUYPTEtTMTHe8UHc4e5QaptTE4Qgt2Ja\n",
       "v0Ma6kC6xKUVpnWEOMVHDv3Sn0deu3BZvTfPegZLpZoeocv0ArGGaTuoCAllLzV38rIoe52oCALj\n",
       "eH/AGzuC3u+3PGdvO4s/BazRqq15Ag8VCCZ0Bt+VgK/uCWn1Nrkv/mg7iuXbhXwtwxnupE3R5F5I\n",
       "6hNm+9uGy8QdwUmXuAuZ57xlmMmWgBj1xnX2HsGgOIo13o+P5f11TWV36UAn7mA03gw2bbmHOcWL\n",
       "Bwck1TqiTZBRaoi01fIRf+eJ8/A+arpKbEjIpGySP00omacpUelyyAAAAKYBn0RqR/8AGR0MKCM1\n",
       "zklS1Ntd301SAAxpLnSyZpovzh0ZvVKLYv1EfV/7pZJDO5nRMSH+CmY05vWQ3K14axqFgAwO1m+0\n",
       "o5YHpgBCcWjjXBXJXW/I0joPpq8TNoswRGl/GxRUwhFR4wTg/W3+ycANn1AkTQiIRLVFwHcDyUqc\n",
       "tFIsy7N03AQsiQCZVBmD01pqaHmWbzAo2KkBCPuJsNXWq9XSkPmAAAACrUGbSUnhClJlMCFf/jhA\n",
       "AL8C3Oqw53HaYdTaxb6Dedk2qjXxMWHwoAZ3riSsN42ojdI5dDW2hfDo6Mjbn5RO8ar8P2QdehQx\n",
       "so9QwirSYUdqh26DiUp3wGU3JrqmWEShxxdYCddAvWssObxlvcWJzjRB1NAQ32EWPdA3tW9Glz8F\n",
       "OfDcDkRrgbFj76w/67Y/roI0tuVKgk634M8Yxy14pUQDIKeDpYEM4xXlbLIENvNlHU6nLU8Wy8wu\n",
       "8mG9RMUaok+x2oSDKQ3JBXpeqXt3SQFdACxP/g+fRRxglyAd4jawC/cUeoDrsyw+DkQ9ZxKY5369\n",
       "+5jHik3UbbqNTXkuagJS1RAqA3/nykxvGXIdSq9Rf+NL1SLQhdIidd0l6h6WNMU6JtYmw7TjqAMx\n",
       "WC+6YSji2Rdl4Z5qVNBA7dkrLRXUZK77T5U/xc/YX4oGwtUHgAwCwG1WjuRA3iVE7uOAXXIB5hlK\n",
       "Zn1boJe+7UWYLh9L+Ve5kRZ2fyB19jPy+VNgpmv4bwO6oH605be2LLbneRRRcbLorCTnXrrsqOV8\n",
       "uNGUY0FpsDmJiSK2L00jgEbo86gUKe33bfN4rvp7OmlB+IgY2A9U+O4m0gCY8OisIPdT+Lstbg4q\n",
       "9khb0eVdM+NPcxXDIrIBvYCeMNU03To9AbyDxX3zZJQks+PYj0FaIBnEsHhiK0CskPzAg7War+B3\n",
       "p6kmZT3h1vd+IL9wanIw17gINrnQ8md4wGTvQ8fbgvXdApiYvodEVD1O11WtzBx+oV0BNUNXaRFw\n",
       "pb3REv7VPkZwToeitxzrOtAZcqLhdx8XAAZRBmnflmDr++vddiVyYVEH3ys0fQ+/AKsbo4CltnY9\n",
       "xYj5S2XSg+jJFZD8ixDv+oeSIk08QoBenwXLZw131AvG/snVEhnWjeLY2DUAAADxQZ9nRTRMI/8A\n",
       "D4fycSg4gKvQgFINOFwsBD/MALWkqnn/j+pIFDVBI+mhgJdZQdVVc8uO1mfyUveqk4zIMW+Bhs/S\n",
       "38yswFXN7IFcALgoGf+HVTf0RwAAEYOLBbUYMvr0RKEZNnlXM0MRGCHVw87tXIp4VTKrRKkTwdun\n",
       "P7j2NC2mYKMLu+aDTV0u4RB1BEvRMDF8zQaf7wq3r142E9b014QWgDgk4muXR4Pq/TtsEqB35R4H\n",
       "HBo7dO5oKwSntnzRVRD5AVh7Qr3uqP5RNxf2NDUvzOXfjtU+evwFwQwTMOAks0p5uJHb05aEudVS\n",
       "fDhOwAAAAK0Bn4Z0R/8AGIu6WBX8MGFYVWrk4cB9IkIInAcFxU6F92OxNC0haETkqJZjMUwvKyvG\n",
       "svJqMrvBO4Dxr7Sho71Vv+7jOUJ5A88ABXhqcIYQqoykPL3kszOZBXLT5wPrTnwd4ej3T+iBnGyF\n",
       "OgZg6/KXGHa6kjhC2N4qoymNIN5vntsMRN49Hr9sGPJ+yTbHD0K6jckCjdByDMbRxbKSYjSJb/1I\n",
       "hVh/hAsCcUAK+QAAALABn4hqR/8AGH9tDTmzDrfrMXJTj2ImDye1NzZw2Gr20tEEldswgMUMtbcx\n",
       "cvMfhoGh44vcaUVRtFxwztlcE/nZhpCUs+tiMACY9CxgCuYM63WlA/uNEhTwhrJLMPq7WMXPxGhX\n",
       "8hi4vaapmtmqC8j8BltH128vd0H2CZ7tDYcIUZFnhxqyhltHFJkcLBr7OscdoxsfN3FIZCBwGwmF\n",
       "7fr1Ptls46Fqft7R9N5MbBgCggAAAc5Bm41JqEFomUwIV//+OEAAucsAaecy4lT2TSjjPBvqhNoU\n",
       "IQL3Zndgjjxr6g/Kzxz/7I9nK83vdRp+1G7f7gsVtUjM/9/W7sq2A1GREZDSw976ihCJfSf30xp5\n",
       "dQyNBWxiXi69n/D1viFUgYtye7Ms6p1zeTRHrHuRm5ouWxgigotM3EAjm0RsaKYT2ErXxzPJYyKv\n",
       "w5tzgn4/MXG3WDWE6mD+fykZZCjdhqTZABcWlAGcZutr7YYi0o3vXzUBgEyjnoooN/8kfFHdcVBo\n",
       "K1cG+YuocOyrM58ezG9gtEsAQP9aHPs3pN3Pf2U9Kj/Fz5cAsaHyLtKH+LdXN0ueWXPn/RO7XTe5\n",
       "sN6HNLLQzx6q72XHC9jiZczEn2c/dLW5C5iot2/azTwiQdoC1RhmnG51D16e5toA4ZD4FeizCU10\n",
       "e7nhUzGQlmmpXCAWkuvdCS7a9cbgE+Cdxj6RGcj22xy5ctvfAZjjOZkyX9tVNt93V8R4tVi7S+O9\n",
       "DgTnL/K7qnEiqt7SOCZryToVjOehbLvyfauFfgtpIs4B8srYlS2SKlDHDrhrI0cNUhhgDncHxO2f\n",
       "dMuuduF4Uez90kQG4zZcta3CgqkM9eHgbhEXN5UAAACaQZ+rRREsI/8ADy/0mAN05Fna9Bj50han\n",
       "cClW0Q22j1W2o/J1JICMsziFNJcgYtWXKC7L750GIoN7nwHPNy5skNxwHc19V7XbfyGchcuFf9V6\n",
       "PqXrhRJIKlKB/jFkt+Gacn8gBaxJgVCjejpMpsYNwL7XzEWPT9zMXOLHzsyhIOUjWQfCiJQOIz7J\n",
       "iW+6hytKcwsJiV21l1YP8QAAAGIBn8p0R/8AGHwBol2dd1hSnR6B3GgRf82ZIRLyq60R0uLLVdAZ\n",
       "BAMKnD3tKx2o34BwGEk8hg3tMJQtsTMlm5EQwpVojatJRnlMu1r/quSqasUGXMgw7dFaZhue5D+a\n",
       "Z0Q1IQAAAEABn8xqR/8AA1+hKyBUIP6vB0VLK+eP24iFa2lJiSngM9u6quuOVg8tenUtQ5oRO6yk\n",
       "rIBBa2UCHRnKyBcd6id1AAABIUGbzkmoQWyZTAhX//44QAC5ywBp5zLiVplMjmXnzNTeVYIEAnkw\n",
       "fni+hD02QDG+vDgYexPMDLk5gLOfq4gtlef3eSA+zPolaf0ZVUQHYBXVoIzy5bK4v3luUeMAUhfx\n",
       "bYDq9fcK/kaSXNtmg1/NvwxD3Qu1sbIstXvn0fBO3Oa1FHKnuWUvuzZ29BeMVWRPW28GIZjwWs0V\n",
       "JXTG74dFbdwMYwWZb11kvIIxvRn/kDAe+FfB60EQ14woQhw8YlKejm1sevept3KETf/DuLkNyBMW\n",
       "ZlUXrmSDVIAhO3IaD/w11MwjjUUX3/a3n70wrghL5DwVJLFh6din11b5TsIKU9pe3gKhVaFzx2YA\n",
       "zVtXnlFgAmfEHdwvMLGiPbN7CYuj3vQAAACwQZvvSeEKUmUwIX/+jLAABqKSURVGI4+9zN8nhssR\n",
       "+yU+OUwJ+VxFAYTD4av0qUAI8/Ck94KmY8lSK/xUj4Hrqfba+6ErdfkxsiMWFV44zxqRSnTaU/Ya\n",
       "kXkT6BkZ4RPyAqpgJGzihG17Poyyu3aiB59NcKJVs62YRMXidWs7CAlg5JFnMn5vl5gac0Hr/oLP\n",
       "fwhCrqbKbUaIClyXIhko5NHQu8wBJIoOEjOlQ4knAV8AAAIuQZoTSeEOiZTAhf/+jLAAMAv4yUXH\n",
       "oZmaEWyK8AL/bUY58tq80lLm1H5jUOolz03cMNwb3sgCnGTO/3i/mkeHQq6/1K9Audy6O1mkaUwi\n",
       "eA9g0xF3SkJoZld2yudoEgezU1g8PPFxgSHO635FcCbQASQKvBfBuq4r/SJPg097ss+CF3m7iTXF\n",
       "UGaEMgXNHi4YjkLNPPHfzW1kzrrv6GkjUjUOUYljHipURaB9cWCmWeJOtqfFh//O+wCefNPntx5R\n",
       "wRKczN3s5hDwBFoI34ytxIvVIS9Ub0pTVdKp/0Da5n9ROAEylK/2n6T07PwIRHIh100RpGBfMW1E\n",
       "aF03N9lWCt5qywsuqeBBGMr/3Vi+6L4Gy5osOpdwCdFCEdbw/jaT0QWAVPche1M+j7DwOBSTLWBY\n",
       "hE/K7jqKKUEO0YEvnKYY8/FHrXKGuB+JXXVm3vATrQWWwmxFyRS/9LWkBgMGw3IAeowWMv5en6nn\n",
       "oDBzvV7AwBv9umO/Rqw97CjTy2thBEcJvc686lawBO0aUzoWhWZbrBiQ2PXK/EjGCTYU97zIqQnZ\n",
       "eOpXYs7yAtV10er9png0pDNeL6xXa37gyBIx5JAGSzhofUD+Jurq0Vnq2Nx3I/pjMEaeamNuIK8D\n",
       "/5Ll/ZQr8gXmXk+5r8KvDzJS7ZRwpVjc6nB9XfgBUBwkJfHDQcLWQ84oMgtJkOLAcac/xUbfMP5I\n",
       "OlOBox0//+xCdLnxoTMnRssyLczu0qiZAAAAkEGeMUURPCP/AA80PkRbjM/n48a80GwFJlFZBJkq\n",
       "eScKN+5WcXpacaWrumQcSL98SWdAJFq8Ee6agvap25RkYyVMAdFn2ZEHKUl8HpWJv+esFwX5zAWs\n",
       "hfwASo9N+InorUaFAfUSfsVQAfDJeeLXF8ex+y/A/frhiq2CPuHAfAQcolF+hZfq389PJhysbA4C\n",
       "kgAAAD0BnlB0R/8AA2E977Eh55+np5rVazVclb+gtYYlhIpJqMOGYoc1u9BCghtn793txYyukBcg\n",
       "9q2X9RgP8Az4AAAAUAGeUmpH/wAYiSpXQ504rKwIfRx0AgCiHz9r+BWhImvijgyDzF8ctpfWhKMH\n",
       "hViAZTuJTRN4hn+BW5CUZo0/zQ2P3o13fQROb7NCw1qAkAf5AAABA0GaV0moQWiZTAhf//6MsAAG\n",
       "pOoBMe4aEAkAQfvileRBmF0It24bwusiNA03tjO0a+XdTVuLd6EiPx8TyF0zA3/DGPujSHJhprBK\n",
       "xz1k0V3Fpcn3RCe2uyEOfo2Na93yHWxxhHHsqDA6FB6UaQY1OmNubvsOCOT+d2xhb9eMwM5GUOpD\n",
       "nG67NN13JW6KiXCoEk3VrERMfNsT/GoXFm1NoSZv/uUHpasdPObNPvxbDj+p3LNPOTnVrsR96RUE\n",
       "YpOQsHAS7AyrixeyZYnw0n5HMPlFLNOreLkRkjHrJP7+jAxNenzrRoGGlDA845jpuQiBFWeQvGZf\n",
       "AoubAUTLl8y/yfEogDEAAABjQZ51RREsI/8AAhur7dZ1wngcfvqLhicHqu5ITI7VapUiyxGpOizC\n",
       "eZVd9sIIHIdehbPqVRFlhmFR2a7XtOTu0gSDvCqUwGjk9EUs73WzjFCx7D06CZZEjUzFkw5QcYfw\n",
       "Vi2hAAAAOwGelHRH/wADYT3vsSHnn6WhS25VbmtGYB4iUCyBRVzMFKFn1/zGE9U3E+xaMe0/Duk/\n",
       "H7iapwBfAFlAAAAAQgGelmpH/wADYSPf/GXWevP0t8fq9sawot7k34AMv08KZt7LJhrhV+FkcaEK\n",
       "nKd8KpYrbCRWDTQLTHZo53Msh4gHTAAAAohBmptJqEFsmUwIX//+jLAAMAv4yUXHoZz4h6bFi+9c\n",
       "v+4ulskMtl81dt7IAMASdTwU6ER9fbTCIkTauD/qJ29p5sUCmiNnCWcrJXIb2hkkVFojkIMReGNC\n",
       "+8pMIhwvQ9cZZ5G6wQCYS2gFiiT9Cz/JxEBm1VvTTG2UxXWvPbTVA6DOnhdy413ml7G1lLXn0ufH\n",
       "y/2RUvbUvK62Qzh1tyelh7cWhWhxRkiScW/GmtR7W3/NeB1ZKXNYbRujgs3H8gpxTW1yEhCYUQ2i\n",
       "U5C8b89Gk6Pr9Xm04PkTeGAgo7I6ui+b4RFUlxctNdFogYqtGnI0O+egoNgTAheRSN73iXZUO6NB\n",
       "h5mqApaMDal9IBZMeKV/Zt9n9INdNkkjXpu7MtWJnpJYl9XOIyLGBRvN79bIVaD5XQnmItCg//U3\n",
       "3D5DQIKvv1ZcV+gm16YvaM1SN3i3n050K8qbMSNWZ73vF4YZuHWvUlFt+Lbyx09r8gbxNeHhuXJy\n",
       "y8zf/RwCgEpRwAdS2CjOfaFxHYKKpDlvSiEKUmbgrfgXQVsADaxRYf1uuNq2C3+sxUFDt+d5Fw0z\n",
       "zMEZrp3XZR7Godsb/aJoX2wR8x3x1/uU6GujvmlGma2E+VUtPjkuDak1QllQp8eHXf3G0bieRbNm\n",
       "kGwLi3IyU8PRwcoYWNk8DhCriWVAw9M37E0jRRcItj9vgVhnWsU0MLCWiUVdPl1TqnEgbu4K7bNy\n",
       "y3X6ODWpj81ebvhS1g8MAgUzS8fCIx8Wu2fwamw3eLtFQN6VxtCWvHTjiPn6mg483repWWirT8h5\n",
       "HaQlCre0LWjItZNvZrA/D9qLeBIjSbuBsn6Q2Uapw1iBKb4xHbxM3C+7AyPuoPkAAACOQZ65RRUs\n",
       "I/8ADy/0mAN0wSrstx/CD5KnKx8XM+yLxXKSbC0137QPDKVcFqpCrGf1BMQzdLXBDaxxYRu4UewG\n",
       "Dr9wGj7Tcn03nbeGz0r2RJHXRigAcOEhd+sbQyLxiibowG+JkPTSYTf7lPYjEQiMcfiYbgWnxouh\n",
       "w90iYpF4C0K8RB23FcN6EHmvXKyDjgAAAFoBnth0R/8AGIu6WBX5sfsAD4Y3ytv03/Mjb+83AqVv\n",
       "FGIK742ZZsOUAFN4DGNeK4yLmYPIXvwItE2GvIS7RpW6fZ90ChVhOuehHp0CdLjqAD3CRbfYCkd4\n",
       "RnwAAAA/AZ7aakf/AANLoSsgU+3/DVT1Hj42fEQivQBDqrFyslBDRl6Eg+asiZlZDA69ERQP65j+\n",
       "ICStDJa8TgkbJgFtAAABlUGa30moQWyZTAhX//44QAC5ywBp5TNbv2JS5VvTf+ffLBCAORt3X6gf\n",
       "glQvqYVJyDSqo41kcoidBGMG+7Qk2l/BIpQdCzElZSrpg9zpTRwBmS10azl1kiAikZC3xtAeec60\n",
       "Axu7OZ39HkpqtG3CpJDIWLk5LryXn4QRzyNMvCaZ2RS8WuFMTBtZ/MZGf0RkOnnldYc9pGct4Lwj\n",
       "SBCZC/f9zSYidJliH6aYuxukVNOB6/ODthJRZ9Mp0WlXEQ8uZWu3rVUbH30uYTAQXojOGW2jWaxA\n",
       "+NY4N91HBqQqLX9fhOn7HizBpgKqsiVYJiX+QCVg+QzWmEwjwov8BR96t7L28Tvf7vwhgpIGtmiP\n",
       "REVGTswvRvxWHjN8WrayNyBri1/w3unY6RKszjoaeed3MqQJ2ySs1VCJ8Ik7XZpGGpztheK43udz\n",
       "a4pPlrxiAbNJqhReXGZDEtblu78PLAIujF9TidvCMfTvH1UlsK+DA9ba3GX1BaxDUob5nNUyzwnH\n",
       "wnIaz+n/42ODrXrhNeIadd+vO+kCvAAAAHRBnv1FFSwj/wAPND4zsSahQk/3QM9V7JFkP0wT3WDa\n",
       "9aBapSiMdflPaBVBLaE1C5v8uiuLGhmF7laNwkie4APL7JVzQVNNN8iq19zduibmhTXh330poHlt\n",
       "yCPriH9SqhJ7pK7FcDC41noHGRTkvtj1xkgN+QAAAEcBnxx0R/8AF0Ftx9RbS1PVWu2LIzUFxGNw\n",
       "zwFfxstI7twrLjQ00GQWiNeGnmsB+rqcroQB+wm1fM+K12ew7G2ROQZnmPoBgQAAAFoBnx5qR/8A\n",
       "GH9tDTmqpY1rhpPACcwkazhlY2RCS086437UPb4jgV9hxbMnUgOPl6cybnrNP7Nw4j9QnXjYOAMz\n",
       "fgnZzuFILDvsfd4sHmHF2WcQjieu2l2YBlQAAAH/QZsDSahBbJlMCFf//jhAABkTlKIWKzLEkwAl\n",
       "dnN2m84bDIX+Bj0oZc6CKz+LYJuGXopScFOnmucILFNp+LXJqeYxH8/ADOJYzBEFfGeSCdcBJz1n\n",
       "ki7Jnz7MBfP8MPwHuuktdS0z921guXVGs7+grWy0GnG0B1ZrS8oGuE8i0bUM/PT/QgslAirQjUcl\n",
       "dE6c0QDxsTHLxun+fX8t+JCIEMFTyxCYipkJkzHZM2wUWBcM81p86+rOVfr2X5C2M1HhYC13prwA\n",
       "66V/+FganlEcDL16L1zPt9QEyqDTa9bgLTFjpyQVbtln0HNBWoAyh7rrDl34iIbKmKo0PAu7VWpj\n",
       "jKxVCT9bgSxZCeV3LKs/Afjc9qN54eVo/6fcoMaj+TSA5u0cxJNYlMC3XO7qyOgWqcjkOwBxjhqD\n",
       "F65rX1iPHP4jNGU+HpfwzC6ZUH8GOm2NmFb+UeX0V8dnWlcNfIt06u9FZQZVmR40pwwrFOoMlX/X\n",
       "Wi8XBMOCQXV8M3xUv7PTL5UcZpzBD7TEQkOVNzcpFRwyVeeG3fojRsBxBEtxgKv3HB1VMVlDe3gE\n",
       "/UT4K+UEiGKyTbaFwfIkItNBoHEV88qqv9iYZVMokhg1uvkXxpaGIHXt3KeZXlFYnsPaWcaGTqry\n",
       "v6427p+5d9sLNJez0ZqKKQ40mDpuA7MFxJoQ8QAAAIRBnyFFFSwj/wACCsXY8R1J6b0jfLt1z9q7\n",
       "0y8eU6mU1SJRgdhobo8JYrYEJLDfMSHT2xtvACfbeB4UwxatXTTAWMvIkicg5AtrENot+2WgBLNT\n",
       "6mdkybV6xZmW/8IhzlXOsO2STyB9F3GZ7QjlFbVgChz/gvM2TMDRAlxxvIJr+dlMFTAAAABAAZ9A\n",
       "dEf/AANLgkVxBrv20GV3fCZ73zX3a5L90zb4nmwObMmrDjf71kk68ql0Ht+UY0MHFaee7MSIp1m7\n",
       "3sBhQQAAAD8Bn0JqR/8AA0uhKyBT7f8KsD6+DK8b61H4eaQgu1JSz3XFVjY3IwyEBV2CpEIVTUev\n",
       "SCK5OIbOtTdWg1MJTUEAAAEWQZtHSahBbJlMCEf//eEAAtTcEpo74qAZGuOn7URjqQUXG+wPLkrw\n",
       "AmWtt1FM/aHt6DMTScoRqITPHL8CnramvKyHD9JQ2+qTdD2043ZPJJS0h6zLNV+VWQrjpfOG21NR\n",
       "QRSiuYrh+x51Es96lUTrrmPt8yJthU0GPekvR34cbP4/Kl7q6zhafdt/3wbPbs3jTov2sRgPp/rg\n",
       "ZvFFCt/R9h0ds1THl84dYG1zsH7agakftT6e/NxSUr6bTNjKy02iLwGy4y6f6QJMERPyERIyyjKI\n",
       "GD9fXNI678RwqNR2xEVnvlpPEEYPRitMfk0M1sAwDxFnaUcAscPdNX3GSzqTdAzONABE58w1KxVi\n",
       "i5rM9RTa+cAVlIAAAACaQZ9lRRUsI/8ADy/0mANzxFnbXtgBWm0KCWaE72o8eviAFv5AdeJ7j6CI\n",
       "9y1QFOy0zAE4A77TI9XHpHuY8edQ7AYaWhX+FmkglNNJEBD4z0TyjzqIZM0ywx1EYb2EvKrfsxue\n",
       "PB3jk3zn4gvGxN3eQOEBEofaq/YfgIW2JUZ6gS3q0asnD2+cXT+xhn9GV+i1o9Ephakmz5ZhVwAA\n",
       "AFwBn4R0R/8AGHwBol2c11hSnRL/nCFQ01FcZKlhfY2kas3KjgUrUJT/P05/n9nqHuMV2qxYTr88\n",
       "HPVgtQRCcJweOJ5gS57NgTXwn5BK+ahz/KozIqoekr1A4VAHpQAAAE0Bn4ZqR/8AA0uhKyBT7f8N\n",
       "N64Zu+DRf1YwPtNEzg+QBy76sp9UUmhBEW0Vds92Zyc1t/EGOB4eS64ldK0eBKrJp+2VMtQx3/BD\n",
       "x4BywAAAAIpBm4hJqEFsmUwI//yEAAF9C/xdHPSl/tRYuKzn3o0l24ReWmOJeyy74AWHOK1+cFN9\n",
       "UZ0ArfAwVblfa6r3Yf4Za+K93qcluiBNbNBeIEX/vKRXQQhPYM92UZUt+oQvgyHYjXjhNpAyJ6Wf\n",
       "Q6nGiJttR0XOlQ//pymPkSltyHOPaMomKsXa/RpwFtEAABcTbW9vdgAAAGxtdmhkAAAAAAAAAAAA\n",
       "AAAAAAAD6AAAHV0AAQAAAQAAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAA\n",
       "AABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgAAFj10cmFrAAAAXHRraGQAAAADAAAA\n",
       "AAAAAAAAAAABAAAAAAAAHV0AAAAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAA\n",
       "AAAAAAAAAABAAAAAA4IAAAHgAAAAAAAkZWR0cwAAABxlbHN0AAAAAAAAAAEAAB1dAAACAAABAAAA\n",
       "ABW1bWRpYQAAACBtZGhkAAAAAAAAAAAAAAAAAAA8AAABwwBVxAAAAAAALWhkbHIAAAAAAAAAAHZp\n",
       "ZGUAAAAAAAAAAAAAAABWaWRlb0hhbmRsZXIAAAAVYG1pbmYAAAAUdm1oZAAAAAEAAAAAAAAAAAAA\n",
       "ACRkaW5mAAAAHGRyZWYAAAAAAAAAAQAAAAx1cmwgAAAAAQAAFSBzdGJsAAAAuHN0c2QAAAAAAAAA\n",
       "AQAAAKhhdmMxAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAAAA4IB4ABIAAAASAAAAAAAAAABAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGP//AAAANmF2Y0MBZAAf/+EAGWdkAB+s2UDkPeI4\n",
       "QAAAAwBAAAAeA8YMZYABAAZo6+PLIsD9+PgAAAAAHHV1aWRraEDyXyRPxbo5pRvPAyPzAAAAAAAA\n",
       "ABhzdHRzAAAAAAAAAAEAAAHDAAABAAAAABhzdHNzAAAAAAAAAAIAAAABAAAA+wAADOBjdHRzAAAA\n",
       "AAAAAZoAAAABAAACAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAABAAAAAAC\n",
       "AAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEA\n",
       "AAQAAAAAAgAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAQAAAAAAgAA\n",
       "AQAAAAACAAACAAAAAAEAAAQAAAAAAgAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAABQAAAAABAAAC\n",
       "AAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUA\n",
       "AAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAA\n",
       "AAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAIAAAAAAQAABQAAAAABAAACAAAA\n",
       "AAEAAAAAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAMAAAIAAAAA\n",
       "AQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAAB\n",
       "AAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAgAAAgAAAAABAAAFAAAAAAEA\n",
       "AAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAQAAAAAAgAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAA\n",
       "AAAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAAAgAAAAABAAAF\n",
       "AAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEA\n",
       "AAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAA\n",
       "AAABAAABAAAAAAEAAAIAAAAAAQAAAwAAAAABAAABAAAAAAMAAAIAAAAAAQAABQAAAAABAAACAAAA\n",
       "AAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAA\n",
       "AQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAAB\n",
       "AAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAQAAAAAAgAAAQAAAAABAAACAAAAAAEA\n",
       "AAMAAAAAAQAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAMAAAAAAQAA\n",
       "AQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAA\n",
       "AAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAIAAAAAAQAABQAAAAABAAACAAAAAAEAAAAA\n",
       "AAAAAQAAAQAAAAABAAADAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAA\n",
       "AAABAAAAAAAAAAEAAAEAAAAAAgAAAgAAAAABAAADAAAAAAEAAAEAAAAAAQAABAAAAAACAAABAAAA\n",
       "AAEAAAIAAAAAAQAAAwAAAAABAAABAAAAAAEAAAQAAAAAAgAAAQAAAAABAAAFAAAAAAEAAAIAAAAA\n",
       "AQAAAAAAAAABAAABAAAAAAEAAAIAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAAD\n",
       "AAACAAAAAAEAAAMAAAAAAQAAAQAAAAACAAACAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEA\n",
       "AAEAAAAAAQAABAAAAAACAAABAAAAAAYAAAIAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAA\n",
       "AQAAAAABAAADAAAAAAEAAAEAAAAAAgAAAgAAAAABAAAEAAAAAAIAAAEAAAAAAgAAAgAAAAABAAAF\n",
       "AAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAADAAAAAAEAAAEA\n",
       "AAAAAQAAAgAAAAABAAADAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAA\n",
       "AAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAIAAAIAAAAAAQAABQAAAAABAAACAAAA\n",
       "AAEAAAAAAAAAAQAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAA\n",
       "AQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAIAAAAAAQAAAwAAAAAB\n",
       "AAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEA\n",
       "AAQAAAAAAgAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAA\n",
       "AgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAgAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAAB\n",
       "AAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABAAAAAACAAABAAAAAAEAAAMA\n",
       "AAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAA\n",
       "AAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAA\n",
       "AAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAA\n",
       "AQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAAB\n",
       "AAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEA\n",
       "AAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAA\n",
       "AQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAC\n",
       "AAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAgAAAAABAAAFAAAAAAEAAAIA\n",
       "AAAAAQAAAAAAAAABAAABAAAAAAEAAAMAAAAAAQAAAQAAAAABAAAEAAAAAAIAAAEAAAAAAQAABAAA\n",
       "AAACAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAA\n",
       "AAEAAAIAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAACAAACAAAAAAEAAAMAAAAA\n",
       "AQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAAB\n",
       "AAAAAAAAAAEAAAEAAAAAAQAABAAAAAACAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEA\n",
       "AAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAA\n",
       "AAAAAAABAAABAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAAB\n",
       "AAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAAAwAAAAABAAABAAAAAAEAAAUA\n",
       "AAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAA\n",
       "AAACAAACAAAAAAEAAAUAAAAAAQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAA\n",
       "AAEAAAAAAAAAAQAAAQAAAAABAAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAUAAAAA\n",
       "AQAAAgAAAAABAAAAAAAAAAEAAAEAAAAAAQAABQAAAAABAAACAAAAAAEAAAAAAAAAAQAAAQAAAAAB\n",
       "AAAFAAAAAAEAAAIAAAAAAQAAAAAAAAABAAABAAAAAAEAAAIAAAAAHHN0c2MAAAAAAAAAAQAAAAEA\n",
       "AAHDAAAAAQAAByBzdHN6AAAAAAAAAAAAAAHDAAAnNwAAA3oAAADqAAADXwAAAVUAAAEjAAADugAA\n",
       "AfcAAAHAAAADuQAAAVIAAARhAAABxwAAASQAAAGvAAAGigAAAUMAAAIgAAAEQAAAAhMAAAGPAAAE\n",
       "pQAAAc4AAATQAAACJgAAAaAAAAM9AAAD2QAABLcAAAEmAAABVQAAA7kAAAEgAAAA/QAABEUAAAIu\n",
       "AAABQAAAARkAAAYsAAACawAAAaoAAAIKAAAE1QAAAvEAAAIIAAACAgAABFsAAAHKAAAGCgAAAukA\n",
       "AAIxAAACFgAABaIAAAI0AAADxQAABX8AAAG4AAABbgAAAQgAAANrAAABKAAAAqgAAAEuAAADBwAA\n",
       "AjIAAAM7AAAFLgAAAaMAAAEfAAABRgAABpAAAAMYAAACGgAAAoUAAAgTAAADDAAAA9EAAAOdAAAF\n",
       "MAAABSEAAAiwAAACmAAAAewAAAFiAAAF3AAAAaAAAAEzAAAFjAAAAbMAAAFWAAABVgAAAt0AAAEP\n",
       "AAAECgAAATYAAADVAAAB+wAABIkAAAIxAAABUQAAAbsAAAXsAAADAwAAAg8AAAI+AAAHaQAAAsAA\n",
       "AAGXAAACNwAAByYAAAJmAAACIQAAAfkAAAQVAAADewAAAO0AAAJPAAADHwAAA1AAAAQEAAABHwAA\n",
       "AVAAAADDAAAEXwAAAQ0AAACqAAAArQAAAsoAAAESAAAA1gAAAKMAAANnAAABagAAAQsAAAFbAAAE\n",
       "7AAAAacAAAEBAAABfwAABCoAAAE7AAAA8wAAAnIAAAL8AAAA6QAAA2oAAAE7AAAA1AAAAucAAAD2\n",
       "AAAC4QAAAREAAARKAAABdQAAAOEAAAEFAAAFIwAAAjQAAAFVAAABvAAAA7sAAAHGAAADxwAABowA\n",
       "AAMuAAACDwAAAb8AAAWjAAACCAAABRoAAAKPAAAE5AAAAh4AAAHbAAABawAAAucAAAKCAAADQgAA\n",
       "AQIAAATyAAABiAAAAPQAAAIqAAAEeAAAASkAAARQAAABgQAAAXkAAASVAAACawAAAYYAAAHgAAAD\n",
       "pAAABVEAAAJSAAABxQAAAXsAAAL2AAADsAAAA7UAAAUJAAAB3QAAAv4AAAQNAAAFsgAAAaoAAAEd\n",
       "AAABTgAAA4kAAAFzAAABYwAAAgwAAAJ1AAACbwAAAx8AAALbAAADPwAABOsAAAHBAAABYQAAAa4A\n",
       "AAQzAAABvgAAA08AAAPRAAAFlwAAAiwAAAJjAAADVQAAA8IAAAXQAAABzQAAAXsAAAEjAAADcQAA\n",
       "AUsAAAPxAAABfwAAAy8AAATKAAABSwAAA/IAAAETAAAAsQAAAM0AAAOQAAABEwAAAK8AAACyAAAB\n",
       "EAAAMd8AAASCAAABqgAAAVgAAAEwAAAEfwAAAQAAAAFqAAAECQAAAY0AAAFAAAABJAAAA5oAAAE7\n",
       "AAAA7AAAALkAAAHFAAACewAAANwAAAMnAAABBQAAALEAAADkAAACvwAAAMoAAAL3AAAA4AAAALIA\n",
       "AANBAAABTQAAAMMAAAD8AAADWgAAAdsAAAEnAAABRgAAAtQAAARUAAABcgAAAS0AAAECAAAFDAAA\n",
       "AP4AAAD5AAAAwwAAAr0AAADdAAAAvAAAAyAAAADXAAADJAAAAO4AAAB9AAAAawAAAgIAAACxAAAA\n",
       "ZQAAAJgAAAHIAAAAdwAAAkQAAAC5AAAAewAAAKsAAANrAAAAngAAAGUAAABsAAACHwAAAK4AAACK\n",
       "AAAAXgAAAhwAAADJAAAAcAAAAI8AAAJcAAAAtQAAAFcAAABqAAAEEgAAAZEAAACiAAABJQAAA88A\n",
       "AAGrAAAA9wAAAPIAAAPMAAABpwAAAQMAAAExAAAEKgAAAjsAAAFLAAABqAAABBoAAAF9AAAC+wAA\n",
       "BEYAAAGyAAABMgAAASIAAAJ+AAADRQAAAVAAAAD2AAAA9QAAAv8AAADtAAAC/QAAAPwAAACyAAAE\n",
       "OAAAAOcAAADiAAAD6gAAAPoAAADQAAABAgAAAoIAAADyAAACTAAABIwAAAHvAAABaQAAAZMAAAJ8\n",
       "AAACsAAAA+4AAAD0AAAE5wAAAVEAAADgAAAA8QAABHAAAAEvAAABCgAAANYAAALVAAABAgAAAJ4A\n",
       "AANNAAAA+wAAAMUAAADDAAADbQAAAMYAAACiAAAAiQAAAjoAAACrAAAAkQAAAJsAAAOLAAABAgAA\n",
       "AKgAAACxAAABKAAAAKMAAANVAAAA0QAAAKsAAACrAAACFwAAAKoAAAKxAAAA9QAAALEAAAC0AAAB\n",
       "0gAAAJ4AAABmAAAARAAAASUAAAC0AAACMgAAAJQAAABBAAAAVAAAAQcAAABnAAAAPwAAAEYAAAKM\n",
       "AAAAkgAAAF4AAABDAAABmQAAAHgAAABLAAAAXgAAAgMAAACIAAAARAAAAEMAAAEaAAAAngAAAGAA\n",
       "AABRAAAAjgAAABRzdGNvAAAAAAAAAAEAAAAwAAAAYnVkdGEAAABabWV0YQAAAAAAAAAhaGRscgAA\n",
       "AAAAAAAAbWRpcmFwcGwAAAAAAAAAAAAAAAAtaWxzdAAAACWpdG9vAAAAHWRhdGEAAAABAAAAAExh\n",
       "dmY1OC40NS4xMDA=\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 470,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bcr.bar_chart_race(\n",
    "    df=data,\n",
    "    orientation='h',\n",
    "    sort='desc',\n",
    "    n_bars=10,\n",
    "    fixed_order=False,\n",
    "    fixed_max=True,\n",
    "    steps_per_period=30,\n",
    "    interpolate_period=False,\n",
    "    label_bars=True,\n",
    "    bar_size=.95,\n",
    "    period_label={'x': .99, 'y': .25, 'ha': 'right', 'va': 'center'},\n",
    "    period_fmt='%Y-%m-%d',\n",
    "    period_summary_func=lambda v, r: {'x': .99, 'y': .18,\n",
    "                                      's': f'Total MEDALS: {v.nlargest(6).sum():,.0f}',\n",
    "                                      'ha': 'right', 'size': 8, 'family': 'Courier New'},\n",
    "    perpendicular_bar_func='median',\n",
    "    period_length=500,\n",
    "    figsize=(5, 3),\n",
    "    dpi=160,\n",
    "    cmap='dark12',\n",
    "    title='Tokyo 2021 Medal changes',\n",
    "    title_size='',\n",
    "    bar_label_size=7,\n",
    "    tick_label_size=7,\n",
    "    #shared_fontdict={'family': 'Courier New', 'color': 'rebeccapurple'},\n",
    "    scale='linear',\n",
    "    writer=None,\n",
    "    fig=None,\n",
    "    bar_kwargs={'alpha': .7},\n",
    "    filter_column_colors=False)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](http://liuzaoqi.oss-cn-beijing.aliyuncs.com/2021/09/16/16317972442543.jpg?域名/sample.jpg?x-oss-process=style/stylename)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
